This dangerous malware is written in Visual Basic 6.0, and costs less than a PS5 game — but poses a very real threat to your business
Connily is an AI-powered social media manager for e‑commerce brands. It learns your brand from your site, products, and past posts, connects to Shopify, and generates on‑brand images and captions, plans a multi‑channel calendar, and publishes to Instagram and Facebook automatically. Approve or edit content, track performance with analytics, and let agentic AI optimize timing and strategy while you stay in control.
Nintendo hosted its fifth Nintendo Direct event of 2026, which was an event dedicated to the Super Mario Galaxy Movie ahead of its premiere this coming April 1, 2026. The event showed off the final trailer for the film, and revealed some of Nintendo's plans for Mario Day tomorrow, and the lead-up to the film's premiere. The trailer for the film showed off a couple of the characters the recent poster revealed, like the character Wart, who is being played by Luis Guzmán. We also learned that Honey Queen will be in the film, and voiced by Issa Rae. The […]
Read full article at https://wccftech.com/super-mario-galaxy-movie-nintendo-direct-donald-glover-yoshi/

Samsung has remained very conservative in its experimentation in the smartphone battery department ever since the Note 7 fiasco back in 2016. However, this reluctance is now costing the South Korean behemoth dearly as Chinese OEMs increasingly take the initiative with monster silicon-carbon (Si/C) batteries. Against this relatively challenging backdrop, we reported towards the end of 2025 that Samsung had commenced and then abandoned its testing of a mammoth 20,000mAh silicon-carbon battery. Well, now we know a lot more about those failed tests as well as Samsung's ongoing testing of a smaller 18,000mAh battery, courtesy of a few leaked documents. Samsung's […]
Read full article at https://wccftech.com/samsungs-mammoth-20000mah-silicon-carbon-si-c-smartphone-battery-fails-at-960-cycles/

Apple had originally intended to launch its new Smart Home Display as a part of last week's product launch marathon. However, in the face of the ongoing delays related to the rollout of the revamped Siri, Apple has been forced to substantially extend the launch timeline of the new device, as per the latest tidbit from Bloomberg's Mark Gurman. Apple was not able to launch the Smart Home Display last week as the revamped Siri is not ready yet to power AI features For the benefit of those who might not be aware yet, Apple intends to launch a revamped […]
Read full article at https://wccftech.com/apples-smart-home-display-reportedly-falls-victim-to-its-siri-woes/

Marathon has been out on PC, PS5, and Xbox Series for its first weekend, and just like the Server Slam, developer Bungie is doing its best to respond quickly to issues players are noting as they spend more and more time on Tau Ceti IV. The game's first major update with those fixes will arrive sometime this week, and Bungie is already looking to tackle three of the biggest issues players have spotted with the game. Firstly, and arguably most importantly for all players, you'll be able to know where your objective is for a contract from further away. Instead […]
Read full article at https://wccftech.com/marathon-key-updates-first-major-patch-this-week-adjustments-to-in-game-currency-in-future/

The iPad Air M4 may still be the best tablet for most people. For the same price as before, you get bumped to the M4 chip, 12GB of RAM, and Wi-Fi 7, making Apple's mid-range tablet faster and more capable. Reviewers say the Air offers much of the power and capability of the iPad Pro at a more accessible price.
Describe a mechanical part in plain English and receive manufacturable engineering geometry in seconds. Most AI 3D tools generate images that are impractical to produce. Henqo validates every part against real manufacturing constraints like wall thickness, hole clearances, and feature sizes. If something can't be built, we catch it before you waste time. Click on faces and edges to iterate, generate engineering drawings with PMI, get instant manufacturing quotes, and download STEP files ready for your machine shop. We're building for hardware engineers and makers tired of the CAD learning curve but who refuse to compromise on output quality.
Today is officially the start of Game Developers Conference 2026 (GDC 2026), a week where a huge portion of the video game industry joins together in San Francisco to discuss the latest happenings within the video game industry, and in the case of companies like Razer, showcase the B2B-focused initiatives it has coming down the pipeline. After first unveiling its AI QA companion tool and its Project AVA AI companion in 2025, Razer showcased both products at GDC 2026, with Project AVA now simply called Razer AVA, which it describes as "a more capable agentic assistant with the ability to […]
Read full article at https://wccftech.com/razer-gdc-2026-razer-ava-qa-companion-ai/


The promised "open-source" upscaling technology remains closed-source, as we see Intel rolling out the XeSS 3 SDK. Intel Rolls Out XeSS 3 SDK on GitHub for Game Developers, Still Distributed as Windows Binaries Intel has released the XeSS 3 SDK (software development kit) on GitHub recently, giving developers broader access to its latest AI upscaling and frame-generation technology. While this improves accessibility to the latest upscaling technology, it remains closed-source since the SDK is currently distributed as proprietary Windows binaries. XeSS 3 and Multi-Frame Generation, which debuted alongside Intel Panther Lake series, have already expanded to more hardware recently, including […]
Read full article at https://wccftech.com/intel-publishes-xess-3-sdk-on-github-but-it-remains-closed-source/

Such is the relentless cadence of Apple's convoluted product launch cycles that the iPhone 17e has not even reached physical stores just yet and already Apple has started beating the proverbial drums for the iPhone 18e, which is not expected to debut until the spring of 2027. Apple has broken ground on the preparatory work for the iPhone 18e The notable tipster, Fixed Focus Digital, has declared in a new Weibo post (translated below) that Apple has formally commenced development work on the iPhone 18e: "Confirmed. Although 17E has just been released, 18E has already been finalized." Do note that […]
Read full article at https://wccftech.com/apple-has-already-started-beating-the-drumbeats-for-the-iphone-18e/

Game engine maker Unity has published its 2026 Unity Game Development Report, which surveys developers who use Unity software to make their games. That includes developers like The Game Bakers, who recently released the mountain-climbing game Carin, the team behind Outbound, Square Glad Games, and Mega Cat Studios, the developers behind God of War Sons of Sparta. The report, which draws its data from developers across PC, mobile, web, social, XR, and console game makers who use Unity, as well as direct responses from over 300 game developers, includes five key takeaways while providing an insight into the section of […]
Read full article at https://wccftech.com/unity-2026-game-development-report-points-to-smaller-teams-making-games-in-less-time-with-ai/

The NUC 16 PRO mini PC will be available in various configurations and looks like it won't be cheap if you are considering the Ultra X7/X9 chips. ASUS Launches Ultra X7 358H-Powered NUC 16 Pro Mini PC With 32 GB/1 TB Configuration at $1600 in China Looks like the Ryzen AI Max-based mini PCs aren't the only ones that cost over $1500. With RAM and SSD shortages affecting almost every system, you can expect even higher prices for mini PCs based on the higher-end Panther Lake chips. ASUS has recently debuted its NUC 16 PRO mini PC 2026 edition based […]
Read full article at https://wccftech.com/asus-debuts-nuc-16-pro-with-intel-core-ultra-x7-358h-at-1600/

The consumer GPU segment hasn't seen many launches this year, but China's Lisuan has plans for gamers, as it is expected to launch its G100 GPU this week. Lisuan Will Become The First to Offer a 6nm Gaming GPU in China, With Performance Rivaling NVIDIA/AMD Mainstream Options NVIDIA/AMD aren't looking too proactive about launching newer GPU models for the gaming segment, and based on what we have seen, one shouldn't expect any new lineups this year. However, the Chinese GPU manufacturer Lisuan has rather interesting plans for this year, as @realVictor_M reports that the company intends to launch the G100 […]
Read full article at https://wccftech.com/chinas-most-powerful-gaming-gpu-yet-the-lisuan-g100-is-set-to-launch-this-week/

The ASUS Prime RTX 5070 OC SFF-Ready drops to its lowest tracked price at $699.99, saving $60 at Amazon.
Read full article at https://wccftech.com/asus-rtx-5070-sff-ready-gpu-hits-700-at-amazon/


Google Ads is set to enhance the viewer experience of Performance Max video ads with an innovative asset optimization feature. Leveraging advanced AI voice models, this update aims to infuse video ads with realistic voice-overs, ultimately enhancing user engagement and ad performance.
Why we care. Advertisers who don’t actively opt out by March 20, will have their video ads automatically enhanced with Google’s AI voice models, changing how their ads sound to viewers without requiring any creative production work.
How it works.

The catch. This is opt-out, not opt-in. The default setting means ads will be automatically eligible for voice enhancement unless advertisers proactively disable it.
Key dates. Advertisers can choose to exclude their ads from this feature until March 20th. To do so, they must opt out of the video enhancement control. After the opt-out period, all ads with video enhancement control enabled will automatically be eligible for voice-enhanced versions.
Action steps for advertisers. Advertisers can adjust their video settings by visiting their ads in Google Ads.
First seen. This update was shared by Paid Search expert Arpan Banerjee who shared the update on LinkedIn.

OpenAI is updating its privacy policy with new details on ads, data usage and upcoming features across its products, including ChatGPT.

The update was shared with ChatGPT users and outlines how advertising will work inside ChatGPT — and what data advertisers can and cannot access.
Why we care. OpenAI’s update makes it clear that user privacy is a top priority: personal chats, histories, and details are never shared with advertisers. Ads can still be personalized using anonymized engagement signals, meaning brands can reach relevant audiences without compromising sensitive data.
This approach lets advertisers measure performance safely while building trust with users in a privacy-conscious environment.
Ads in ChatGPT Ads may appear for users on Free and Go plans, while paid tiers — Plus, Pro, Enterprise, Business and Education — will remain ad-free. OpenAI says ads will always be clearly labeled as sponsored and visually separated from chatbot responses.
The company also stresses that advertising will not influence answers generated by ChatGPT.
How ad targeting works. OpenAI says ads may be personalized using signals that stay within ChatGPT, such as ad interactions or the context of a user’s chat. However, the company says advertisers will not have access to conversations, chat history, personal details or user memories.
Instead, advertisers will only receive aggregated performance metrics such as total views or clicks.
Other privacy updates The revised policy also introduces optional contact syncing to help users find friends who use OpenAI services. Users can choose whether or not to enable this feature.
OpenAI also added new transparency around how long data is stored, how it is processed and what controls users have over it.
Safety and product changes. The policy update also references new tools and safeguards, including age prediction systems designed to create safer experiences for teens. OpenAI also added documentation for newer features and projects such as Atlas, Sora 2 and parental controls for teen accounts.
Bottom line. As OpenAI expands advertising in ChatGPT, the company is emphasizing strict boundaries around user privacy — promising advertisers performance insights without access to personal conversations or user data.
First seen. This update was first shared by Paid Media expert Arpan Banerjee who shared tips on this message on LinkedIn.
Intel releases its XeSS 3 SDK to developers through GitHub Following the release of XeSS 3.0 support through its newest ARC GPU drivers, Intel has officially released its XeSS 3.0 SDK to developers. This means that all game developers can now directly integrate XeSS into their games. That said, many games with XeSS 2 can […]
The post Intel XeSS 3 is now available to all game developers on GitHub appeared first on OC3D.

Early reviews of the iPhone 17e describe it as a solid refinement of Apple's $599 phone. Powered by the A19 chip with 256GB of storage, and the long-awaited addition of MagSafe. While some reviewers say it's still a bit pricey, most agree the 17e delivers a no-frills entry point into the Apple ecosystem.
IronClaw is a secure, open-source platform for running AI agents inside Trusted Execution Environments on NEAR AI Cloud. It stores API keys and passwords in an encrypted vault, injecting them only at approved network endpoints, so the LLM never sees raw secrets. Each tool runs in an isolated WebAssembly sandbox with capability-based permissions, network allowlists, and leak detection. Built in Rust and deployable in one click, it supports OpenClaw-style workflows with stronger memory safety and control.
Intel has launched its brand new Bartlett Lake & Panther Lake CPUs aimed at Edge applications with up to 12 P-Cores. Intel Finally Brings 12 P-Cores With Its Bartlett Lake CPUs, Panther Lake For Edge Also Launched Intel is expanding its Edge AI offerings with the launch of two new processor lineups, the Core Series 2 "Bartlett Lake" and Core Ultra Series 3 "Panther Lake". Both of these families are designed for various AI applications, with the Bartlett Lake offerings aiming at desktop solutions & Panther Lake offerings aiming at the mobility side of things. Starting with Intel Bartlett Lake-S […]
Read full article at https://wccftech.com/intel-launches-bartlett-lake-panther-lake-cpus-up-to-12-p-cores-at-5-9-ghz/

Publisher EA has laid off an unknown number of developers from across Battlefield 6 development studios, including Criterion, DICE, and Motive Studios, according to a new report from IGN. These layoffs appear absolutely unjustified by the game's sales performance, as the sixth entry in the series was among the best-selling AAA PC and console games of 2025 and the best-selling game in the United States. At the time of writing, the reason behind the latest, sad new wave of layoffs is unknown, as is the number of impacted staff. However, IGN reports that individuals are being informed that layoffs are […]
Read full article at https://wccftech.com/battlefield-6-studios-layoffs/

Now that Apple's product launch cadence has seemingly slowed down for the time being after the marathon that was last week, which saw the unveiling of the iPhone 17e, the M4 iPad Air, the M5 Pro and M5 Max MacBook Pro, the Studio Display and the Studio Display XDR, and the all-important MacBook Neo, attention is predictably turning to Apple's next major product launch volley in the fall of 2026, which would likely entail the iPhone Fold along with the iPhone 18 Pro and Pro Max. As such, a new report out of Taiwan has just demonstrated Apple's sunny optimism […]
Read full article at https://wccftech.com/apple-is-supremely-confident-of-the-iphone-folds-success-orders-a-20-percent-initial-production-target-hike/

When Palworld was first announced back in 2021, the internet immediately clocked it as 'Pokémon with guns,' and it was the least surprising thing for Nintendo to initiate a lawsuit against the game's developer, PocketPair, even if it meant trying some "Hail Mary" tactics by going after patents for game mechanics, rather than attempting to catch PocketPair on copyright infringement with the design of the Pals coming very close to the design of popular Pokémon. But even amidst the lawsuit, Palworld has been a smash success - it may never arrive on a Nintendo console, but it doesn't have to […]
Read full article at https://wccftech.com/pokemon-palworld-rip-off-pickmon-announced/

"For 20 years, Cyrodiil belonged to heroes walking alone… Not anymore!" announced the reveal teaser trailer for an Oblivion Remastered multiplayer mod which promises to shake up the remake's experience considerably with community-driven features. In development by ReadyM, the development team behind the WukongMP mod, which brought PvP and co-op to Black Myth Wukong, this mod will deliver community-driven multiplayer, allowing users to run massive community servers and "experience roleplaying scenarios, battle arenas, establish player guilds, and crawl dungeons with friends." Although short, the teaser trailer shows just enough for fans of last year's remake to get excited about a […]
Read full article at https://wccftech.com/oblivion-remastered-multiplayer/

AI Coworker for Video Editors

Google has confirmed that Google Marketing Live 2026 will take place on May 20, when the company is expected to unveil its latest updates across advertising, AI, measurement and campaign automation.

The date surfaced in an email received by PPC News Feed owner Hana Kobzová from the Accelerate with Google program, which invited participants to submit entries for the Google Ads Impact Awards.
Why we care. The annual event has become one of the biggest announcement days for advertisers using Google Ads. Google Marketing Live is where Google typically announces its biggest changes to Google Ads — including new AI features, campaign types and measurement tools that can directly impact how campaigns are built and optimized.
Many of Google’s most significant advertising updates each year are first revealed at this event, meaning it often shows where the platform — and advertisers’ strategies — are heading next.
The bigger picture. The event will land during the same window as Google I/O 2026, scheduled for May 19–20. While I/O focuses on Google’s broader ecosystem — including AI, Search and developer technologies — announcements there often influence the direction of advertising products.
What to watch. Expect updates tied to AI-driven advertising, automation and new ways to measure performance across Google’s platforms. For marketers, the event often sets the tone for where Google’s ad strategy is heading for the rest of the year.
First spotted. Kobzová shared the update on PPC News Feed
Dig deeper. Google Marketing Live 2025.

AI tools now generate 45 billion monthly sessions worldwide — about 56% of search engine volume, according to a study by Graphite.io CEO Ethan Smith.
Why we care. AI is expanding discovery, not shrinking search demand. Total usage across search engines and AI assistants has grown 26% globally since 2023. In other words, it’s not SEO vs. GEO — you need both LLM visibility and traditional rankings.
The details. The report analyzed usage across the five largest LLM products — ChatGPT, Gemini, Perplexity, Grok, and Claude — and compared them with the six largest search engines. Key findings:
The report excludes prompts categorized as “doing” or “expressing.” According to OpenAI research, about 52% of prompts are information-seeking, the closest equivalent to traditional search queries.
Between the lines. Most projections comparing AI to search use web traffic alone, typically comparing Google.com visits with ChatGPT website traffic. That misses most AI usage.
What to watch. Google still dominates discovery, but its share of search-related activity fell from 89% in 2023 to 71% in Q4 2025, the report estimates.
The report. AI Is Much Bigger Than You Think


A study of U.S. workers finds 14% report "brain fry" from AI overuse. Marketing had the highest rate at 26%.
The post Marketers Report Highest Rates Of AI ‘Brain Fry,’ Report Finds appeared first on Search Engine Journal.
Nvidia plans to host a new “GeForce On Community Update” tomorrow Nvidia has confirmed that it will be hosting a new “GeForce On” event on March 10th at 8 am PT, acting as the company’s big gaming event of GDC 2026. Nvidia’s last GeForce On event was at CES 2026, where Nvidia unveiled DLSS 4.5, […]
The post Nvidia confirms new “GeForce On” event for GDC 2026 appeared first on OC3D.
Intel's next CPUs, the Arrow Lake Refresh lineup, are set for a 'technical' showcase on March 17, focusing on giving consumers a rundown on what to expect. Intel Intends to Target Arrow Lake Refresh for 1080p-Class Performance, Likely Staying Limited to Mainstream SKUs For those unaware, Team Blue plans to launch a new CPU lineup this year, but it won't be a massive overhaul; rather, it will be a refresh. The Arrow Lake Refresh launch has been discussed several times in the past, and it appears Intel is now gearing up for a showcase on March 17. Based on official […]
Read full article at https://wccftech.com/intel-sets-arrow-lake-refresh-showcase-for-march-17/

Apple didn’t change anything on the outside when comparing the iPhone 17e to the iPhone 16e, but the internals have been upgraded significantly, and that too, while charging the same $599 price. These are some of the advantages highlighted in the latest review roundup, but that doesn’t mean that some outlets aren’t calling the latest release overpriced. In fact, some are recommending buyers to get the iPhone 17 instead, and if you check out our detailed buying guide, we’ve also mentioned that spending $200 extra is the right move to make. CNET’s Abrar Al-Heeti says that the iPhone 17e is a solid […]
Read full article at https://wccftech.com/iphone-17e-review-roundup/

Geopolitical tensions have risen to new levels, disrupting the global trade supply chain, and in the midst of it, the AI frenzy sees a major risk, with suppliers getting cut off from economic resources. Asian Suppliers Are Heavily Dependent On Energy Imports From the Middle East, Creating Huge Long-Term Risks When we talk about the AI frenzy, several risks need to be addressed to ensure the pace doesn't slow down, and one of the major ones is supply chain disruptions. We have already seen a glimpse of it with tariffs under the current US administration, and how difficult they are […]
Read full article at https://wccftech.com/the-iran-conflict-is-brewing-a-supply-chain-disaster/

The M4 iPad Air is one of the more underrated devices that Apple launched in the veritable marathon that was last week, culminating in the 'Apple Experience' event on March 04. Even though the MacBook Neo eventually stole the proverbial show and nearly all of the limelight, the new iPad Air continues to garner a healthy share of attention. And today, we bring you a roundup of first impressions and reviews from a diverse set of tech experts. Here is everything that is being said about the Apple M4 iPad Air Gizmodo's Kyle Barr highlights the new iPad Air's "more […]
Read full article at https://wccftech.com/the-apple-m4-ipad-air-tech-experts-detail-their-first-impressions-and-reviews/

The Mound: Omen of Cthulhu, one of the Lovecraftian games set to arrive this year from French publisher Nacon, the same publisher that is on the brink of liquidation, has an official release date. After Nacon and developer ACE Team revealed it would arrive sometime in Summer 2026 back in November 2025, we now know it'll arrive on PC, PS5, and Xbox Series X/S on July 15, 2026. Last week, Nacon was supposed to host its annual Nacon Connect showcase, which would've likely included today's release date announcement for The Mound: Omen of Cthulhu, along with looks at other games […]
Read full article at https://wccftech.com/the-mound-omen-of-cthulhu-release-date-july-2026/

New benchmark shows the upcoming mid-range Arrow Lake Refresh chip is even faster than we previously expected. Intel Core Ultra 5 250K Plus Delivers 4,955 Points in Single and 53,561 Points in Multi-Threaded Tests in PassMark We hope that the Arrow Lake Refresh CPUs do better than we expect, since the current Arrow Lake CPU stack doesn't have a great appeal. One of the Intel Arrow Lake Refresh SKUs was spotted on PassMark for the first time a few days ago, and it was delivering some promising uplifts over its predecessor. While the gaming performance remains in the shadows, the […]
Read full article at https://wccftech.com/second-passmark-benchmark-for-intel-core-ultra-5-250k-plus-shows-another-6-boost-in-multi-threaded-performance/

Steve Downes, the voice actor behind Halo protagonist, Master Chief, is the latest to call out a recent video posted by the official White House X (formerly Twitter) account, which uses clips from several popular film, TV, and video game franchises mixed together with real-life footage of the United States bombing Iran. The video in question reuses a lot of the footage included in the video that Chance Glasco, one of the original developers of Call of Duty, called out just last week, when Glasco shared that the video was not a surprise for him. Not because videos like this […]
Read full article at https://wccftech.com/halo-master-chief-actor-calls-out-white-house-video-us-israel-bomb-iran/


Like many people, you’re worried about losing your job to AI.
Where do your “old school” PPC skills fit as AI agents take over more of the work?
Relax. It’s not that binary. The focus is shifting toward data and strategy.
From the outside, it looks like media buying is being automated away. But let’s set the record straight: it isn’t. The role is shifting (again).
I’ve been working in PPC for over 15 years, and there’s nothing to be afraid of. The real question is: are you riding the wave or being left behind?
Let’s map the current PPC landscape: ad network automation and, most importantly, where PPC teams create value today — the critical skill sets and team structure required to compete.
A decade ago, technical PPC agencies differentiated through developing scripts, handling data at scale, and managing complex structures. Then automation matured. Everybody started leveraging Performance Max or Advantage+ campaigns because they’re much easier to set up and run.
As a result, many teams shifted toward strategy and creative.
With AI, though, it’s easier than ever to produce good-enough creatives or analyze massive datasets and output what looks like a good strategy. Now don’t get me wrong, those outputs won’t be perfect but:
From a client perspective, this means the average creative-focused or strategy-nerd agency is out of the game. Those teams need skills AI can’t replace.
So rejoice, PPC people: the technical edge is back. It has morphed into something different for sure. But it’s time to bring back the spreadsheet junkies from the 2010s. They’re the right ones to drive PPC again.
Doubting that? Let’s rewind a little bit and look at the necessary skill set.
What successful PPC agencies now sell is dramatically different than a decade ago. But the same core mindset resurfaced.
Why?
Let’s look at the core performance drivers these days:
See the pattern? You can’t prompt your way out of a broken data model. This is where your edge remains and what clients value.
The good news is that automation increases the value of technical literacy. It doesn’t reduce it.
Who do you call to handle technical literacy? The old PPC marketers. The ones who loved manipulating paid search ads using custom Excel macros they built, or managing hundreds of thousands of product feed items. They have the right mindset: they love automation, data, and math — and they love PPC.
Dig deeper: How to build a paid media team in the AI age
So who should be on your team, whether in-house or agency-side? Here are four essential roles. No single person can cover the entire scope — you need a team.
This role basically builds and maintains the infrastructure. Although located after the tracking specialist in the data supply chain, it’s the most central role. That’s why it comes first.
We operate in a complex, multi-platform world: think CRM integration with Google Ads. Or merging online and offline datasets to map the customer journey and drive strategy.
Without a complete data model, your strategy becomes a vague gut feeling that often needs a reality check. The role of the data engineer is to lay the foundation to avoid this situation whenever possible.
Conversely, without this role on your team, you’ll perform repetitive manual exports, get inconsistent numbers across teams, and end up with slow decision cycles.
Building a data infrastructure basically follows an ETL process: extract data, manipulate it, and make it usable in a reporting tool (think Looker Studio, Power BI, or Tableau).
Here are a few tasks that illustrate that overarching goal:
Generally speaking, since we live in a Google-first world, we hear a lot about BigQuery, Google’s data warehousing solution. There are other solutions, such as Microsoft Azure. However, the main skill set you’re looking for is coding — more specifically, SQL and Python.
The goal here is to use those languages to structure tables within the data warehouse (using SQL) and create data pipelines (using Python).
Some people consider this to be the same role as data engineers. I strongly disagree.
To me, this role’s sole focus is to protect signal quality. It’s the one person who faces very tight deadlines when things go wrong: you can’t afford to lose conversion data for more than a couple of days. And it’s not retroactive: when tracking is down, conversions are lost forever.
Ad platforms’ performance stands on the shoulders of conversion data. If you don’t get enough of those quality events, you’ll be at a serious competitive disadvantage.
You typically notice this when CPAs fluctuate without explanation or when your in-platform data varies drastically from your “source of truth” (GA, CRM and other systems). Tracking and measurement architects stabilize bidding, increase event match quality and get more data into Google Ads.
They design data collection mechanisms that are both complete and regulation-compliant (hello, GDPR):
Although most PPCs have dabbled with Google Tag Manager, very few have actually set up server-side tagging infrastructure. That’s an easy way to distinguish “regular” PPCs from a tracking specialist. However, they should also be comfortable with Consent Mode frameworks, CAPI, and related tools.
Dig deeper: AI tools for PPC, AI search, and social campaigns: What’s worth using now
If the data engineer builds the pipes and the tracking architect protects the signal, the data analyst decides what the data means.
It’s the role most impacted by AI. Granted, you can do a lot with AI, but don’t underestimate how impactful a great data analyst is.
The wrong interpretation can waste millions of dollars in a blink of an eye. Fully replacing data analysts with AI would be a gross mistake.
For example, ROAS in Google Ads doesn’t equal contribution margin. Meta Ads CPA doesn’t equal customer lifetime value.
Without a strong data analyst, you risk misinterpreting data and going down the wrong rabbit hole. Think cutting campaigns that look inefficient short-term but drive long-term value. Or reporting different “truths” to marketing and finance — you don’t want that.
People outside the field think they build Power BI or Looker Studio dashboards. That’s just the tip of the iceberg. Data analysts also:
I tend to think of data analysts like translators: you can speak another language somewhat fluently, but that doesn’t make you qualified to interpret at scale. Same with data analysts: you may understand numbers to an extent, but you probably still need an analyst.
SQL literacy is often required to query the warehouse directly. Spreadsheet modeling also remains critical for scenario planning. The key skill is statistical reasoning. Understanding sample size, variance, and bias prevents false conclusions.
Once all that data is clean, available, and analyzed, CROs leverage it to improve the economics of every visitor. Improving conversion rate, lead quality, and the overall customer journey creates a compound effect.
The simple way of proving CROs’ worth is to understand that a landing page that converts at 1.5% instead of 3% means you’ve doubled your CPA. Nobody wants that. And that’s where CROs come in. Instead, you want to scale efficiently, not push more money toward a leaky bucket.
From a PPC standpoint, CROs strengthen both performance (better conversion rate) and signal quality (more conversions), which helps smart bidding.
Contrary to common belief, CRO doesn’t (solely) mean landing page. This role operates across the full funnel:
The entry stack I see most often is GA4 and a heatmap tool such as Hotjar. However, it can get much pricier with tools such as ContentSquare. The stack scales depending on the client’s needs and budget.
The skills that matter most are:
Dig deeper: Agentic PPC: What performance marketing could look like in 2030
The modern PPC team looks less like media buyers and more like a hybrid between marketing, data, and product. The advantage goes to teams that structure these capabilities deliberately.
Winning PPC teams are the ones who understand algorithms, but more importantly, the data and economics behind them. If your team masters infrastructure, signal design, analysis, and experimentation, AI becomes leverage. If not, it becomes a liability.
Nvidia reportedly revives its RTX 3060 using Samsung’s 8nm node to ease GPU shortages According to sources at Hankyung, Nvidia has tasked Samsung with restarting RTX 3060 GPU production using its 8nm lithography node. This will revive Nvidia’s two-generation-old RTX 30 series, which exited production in 2024. This revival will reportedly ease the global shortage of […]
The post Nvidia reportedly revives RTX 3060 production with Samsung to ease shortages appeared first on OC3D.
Intel officially lists its ARC PRO B70 GPU on its ARC support page It’s official, Intel are terrible at keeping secrets. Intel has officially listed its ARC PRO B70 graphics card on its support website, confirming its existence once again. Videocardz were the first to spot this listing, and so far, Intel has failed to […]
The post Intel lists its “Big Battlemage” ARC PRO 70 GPU on its website appeared first on OC3D.
MelodyMind turns your learning materials into unforgettable study songs, Smart Notes, and quizzes using AI. Upload PDFs, paste YouTube links, or record lectures, then instantly get editable notes, synced folders, and a Smart Notes Bank that generates songs, flashcards, and quizzes on demand. Stay engaged with spaced-repetition flashcards, detailed practice quizzes, and a swipeable feed of community study songs that makes review feel like scrolling your favorite apps, so you’re not stuck rewatching the same lecture for the fifth time.
Binferno helps you declutter by turning storage into a simple snap-and-search workflow. Take a photo as you toss items into labeled bins, then add quick tags whenever you want. Instantly search to see what you have and where it is.
Invite others to your Binferno Household so everyone can find things, reduce duplicate purchases, and share responsibility. Access your inventory on any device and start with a 30-day free trial with no payment info required.
Flying on the Highwind airship will be a big part of Final Fantasy VII Remake Part 3, according to what game director Naoki Hamaguchi told Bloomberg in a new interview. Likely to be one of the highlights of the experience still being built in Unreal Engine 4, the Highwind's role suggests a massive shift in how players will interact with the game world, although the status of other iconic late-game mechanics from the original remains a mystery. The Highwind "gameplay experience" has been expanded for the third and final entry in the Remake trilogy, although precisely how it has been […]
Read full article at https://wccftech.com/flying-large-part-of-final-fantasy-vii-remake-part-3-chocobo-breeding/

Apple’s newest 11-inch and 13-inch M4 iPad Air have not even gone on sale, and Amazon has already made these premium slates ooze significantly better value thanks to slashing up to $100 off for the Wi-Fi-only models as part of its pre-order offer. While it would have been the icing on the cake if the online retailer had discounted the cellular variants, we can’t always have what we want. The highest discount is unsurprisingly applied to the 1TB version of the 13-inch M4 iPad Air, which also happens to be the most expensive out of the lineup With the new price […]
Read full article at https://wccftech.com/the-wi-fi-only-versions-of-apples-newest-11-inch-13-inch-m4-ipad-air-models-can-be-had-for-up-to-100-off-as-part-of-amazons-pre-order-promotions/


OpenAI has begun testing ads in ChatGPT for a limited set of U.S. users, with placements clearly labeled as sponsored. The platform’s internal economics suggest it’ll be available to everyone sooner rather than later.
When it does, advertisers will have access to a rare new channel for demand capture. But advertisers should enter this space with their eyes wide open.
For ChatGPT advertising to be successful, consumer behavior will need to change. And even if it does, ChatGPT won’t expand the advertising market. It’ll redistribute it.
The fact that ads have arrived on ChatGPT should come as no surprise. By some estimates, a large language model (LLM) query costs 10 times as much as a traditional search query. With 2.5 billion prompts every day, ChatGPT’s expenses add up quickly.
What’s different isn’t the business model shift itself. It’s the data environment. Users have spent years feeding personal information, questions, and ideas into ChatGPT. In many ways, the platform knows more about its users than any comparable advertising tool. The big question now is how ChatGPT will harness this data to target users.
Advertising historically relied on generating demand: repeating a message enough times that buyers eventually acted. Search changed that by meeting buyers at the moment of intent.
ChatGPT has the potential to follow the search model, but with more context. It’s easy to envision a scenario where someone asks which security camera will work with their existing system. The platform already knows everything about the user’s security system, so it delivers the correct answer and a link to purchase.
When this happens, ChatGPT will be the first new demand-capture channel to emerge since Google launched pay-per-click ads nearly two decades ago.
But right now, there are a few significant barriers preventing this from happening.
For starters, most current AI queries lack purchase intent. Instead, they’re mostly informational: lists of Super Bowl halftime performers, storm-preparation tips, and workout routines. Compare that with existing platforms like Amazon and Google, which have spent decades training users to search with intent.
Even when users do shop through AI, there’s an attribution problem: consumers often use ChatGPT for research, then complete the purchase on Amazon, Google, or directly on a brand site. That breaks clean conversion tracking and makes “proof” harder than “impact.”
These challenges aren’t impossible to overcome. Google went through the same process early on as it transitioned from a homework tool to a shopping platform. But it took time.
ChatGPT will also need time to train consumers to use AI for shopping. So expect to see ChatGPT begin running commercials designed to train consumers to move from research queries to purchase-oriented ones.
While the possibility of a genuinely new demand-capture advertising platform is undeniably exciting, be realistic about its true potential.
Dig deeper: OpenAI quietly lays groundwork for ads in ChatGPT
AI can do many things exceptionally well, but it won’t expand the advertising pie. ChatGPT ads won’t suddenly introduce a surge of new consumers into the market. Ecommerce purchases will continue to grow at the same rate regardless of which new advertising platforms come online.
Instead, ChatGPT will capture a portion of the existing advertising share from Google, Meta, and Amazon. Consequently, advertiser budgets will likely shift rather than grow significantly.
ChatGPT’s largest competitors won’t give up market share without a fight. Google, in particular, has its own AI platform, Gemini, and an existing group of active advertisers it can draw from. These are powerful competitive headwinds for ChatGPT, which is recruiting its first group of advertisers from scratch.
Competition will be fierce among AI platforms as they race to reach profitability, and market consolidation seems inevitable. But even in that environment, ChatGPT has an opportunity to do something other platforms can’t.
AI queries already lean heavily toward information gathering. Users employ these tools to help them plan everything from vacations to workout routines to tough conversations with their bosses. Taken together, AI platforms can learn more about individual users’ tastes and preferences than any other tool.
This capability unlocks hyper-personalization at scale.
Knowing everything that it does, AI can return perfectly tailored results with a one-click purchase option. Google and Amazon can’t match this capability because they still rely on users searching for particular specs, product names, or model numbers to deliver results.
There’s risk here. Hyper-personalization can feel invasive.
Some users will opt out entirely, just as some consumers avoid always-on devices in their homes. Meta ran into this dynamic years ago as public backlash forced changes in targeting and data practices.
This is where the distinction between demand capture and demand generation matters. Demand capture advertising generally feels less intrusive because it’s tied to a user’s explicit request. Most consumers will appreciate getting exactly what they ask for when they want it. But they’ll likely revolt if highly personalized and unsolicited ads start following them around the web.
If AI platforms can maintain that boundary, the convenience of hyper-personalization will ultimately win out for most users.
Dig deeper: ChatGPT ads collapse the wall between SEO and paid media
While OpenAI has already begun reaching out to select advertisers, it could be a year before we begin seeing widespread advertising on ChatGPT or other AI platforms. However, you should be prepared to move whenever that moment arrives.
So watch for official communications from OpenAI about ChatGPT advertising and, when possible, sign up for platform notifications.
In the meantime, you can make these few practical moves:
New demand-capture channels don’t come along often. ChatGPT advertising could become one of them, but the winners won’t be the brands that rush in blindly. They’ll be the ones who enter with a clear thesis, realistic measurement, and a strategy built around trust.

SEO professionals don’t agree on much. But over the past decade, we’ve come together around the conviction that Google has abused its dominant position, that it systematically favors its own products over better alternatives, and that something must be done to create fairer competition in search.
In 2022, the European Union passed the Digital Markets Act (DMA), a sweeping regulation designed to curb the power of tech giants. It came into force in March 2024.
Industry groups celebrated. Trade publications ran optimistic headlines about a new era of digital fairness.
In 2024, I wrote that it was “a much-needed piece of legislation.” Two years in, the evidence is clear: The DMA will do more harm than good.
The Digital Markets Act arose from understandable frustrations with well-documented abuses.
Google spent years ranking its own shopping service at the top of search results while systematically burying competitors like Foundem and Kelkoo on page four, where nobody would ever find them.
The company’s internal documents, uncovered by EU investigators, revealed that Google Shopping “simply doesn’t work” on its merits, so Google gave it an algorithmic boost unavailable to anyone else.
The travel industry watched as Google Flights consumed the market share of innovative startups like Hipmunk, which had offered genuinely better user experiences by showing total trip costs, including baggage fees and connections.
Hoteliers saw Google Hotels siphon away direct bookings. Local businesses watched as Google prioritized its local pack over organic results.
The pattern was unmistakable: Google identified lucrative verticals, launched competing products, then used its search monopoly to guarantee their success.
These weren’t competitive advantages but unfair tactics, and the EU was right to identify them as such. It took over 10 years to fine Google £2.1 billion for the shopping search abuse alone. The DMA was supposed to fix this by setting clear rules upfront, forcing gatekeepers to treat all services equally before abuses could take root.
For those of us who had watched clients lose traffic to Google’s vertical search engines despite having superior content, the promise was intoxicating: Finally, algorithmic neutrality. Finally, fair competition based on content quality rather than corporate ownership. Finally, a chance for the next generation of search-dependent businesses to compete.
Dig deeper: EU puts Google’s AI and search data under DMA spotlight
Yet, two years into implementation, the reality looks nothing like the promise. The most comprehensive assessment comes from Nextrade Group, which surveyed 5,000 European consumers across twenty member states in mid-2025.
The findings?
Two-thirds of respondents reported needing more clicks or more complex search queries to find what they need online. Among frequent searchers, precisely the users most valuable to our clients, 61% said searches now take up to 50% longer than before the DMA.
Forty-two percent of frequent travelers reported that flight and hotel searches had worsened significantly. More than 40% said they would actually pay to restore the functionality they had before March 2024.
When users are willing to pay for something they previously received for free, regulation has failed catastrophically.
The European Centre for International Political Economy conducted a separate survey of 3,500 consumers across Central and Eastern Europe and found similar results.
Eighty percent had never heard of the DMA, it solved problems they didn’t know existed, yet 39% reported that routine online tasks had become more cumbersome since early 2024.
As SEO professionals, we must confront this truth: Users preferred the integrated Google experience we spent years complaining about.
Before the DMA, searching for “hotels in Paris” displayed an interactive map with photos, ratings, real-time availability, and prices — all accessible without leaving the search results page.
That integration has been dismantled because Google Search and Google Maps are designated as separate core platform services, and their seamless cooperation constitutes prohibited self-preferencing.
Users must now click through to separate services, repeat their searches, and lose context. Regulators call this fair competition. Users call it a worse internet.
The business metrics support what consumers report feeling. Following the DMA’s implementation, click-through rates on Google Hotel Ads decreased by 30% in affected European regions compared to unaffected markets. Direct bookings through Google Hotel Ads fell by 36%. This is all despite theoretically fairer visibility in search results.
These are businesses losing revenue because the mechanism connecting searchers to services has been deliberately degraded.
Meanwhile, Google’s search monopoly remains entirely intact.
The company still processes over 90% of European search queries. The difference is that now the search experience delivers measurably worse results for users and measurably worse outcomes for businesses paying for visibility.
The DMA requires Google to treat competing vertical search services (flight comparison sites, hotel booking engines, shopping aggregators) with the same prominence as its own offerings.
In response, Google tested a version of its hotel search that removed maps, removed structured listings with photos and availability, and displayed only 10 blue links. Users hated it.
Hotels saw a traffic crater. Google documented the catastrophic user satisfaction scores and presented them to the Commission as evidence that integration serves user needs, not just Google’s interests.
The Commission found itself in an impossible position: Force Google to maintain the worst experience in the name of fairness, or acknowledge that some integrations genuinely benefit users even when they advantage Google’s products.
Google responded to preliminary findings of non-compliance by making incremental adjustments that preserve the substance of its advantage, while creating just enough ambiguity about whether it’s following the rules.
When the Commission objects to one implementation, Google proposes another that differs in form but not effect. This process can continue indefinitely because the underlying problem, Google’s monopoly in search, remains untouched.
For a company with annual revenues exceeding $300 billion, regulatory fines are simply a cost of doing business. The Commission fined Google €2.4 billion for shopping search abuses and breaking antitrust rules. The company paid and continued operating largely as before. It will do the same with DMA fines.
The uncomfortable reality is that you can’t regulate a monopoly into behaving competitively. You can only break the monopoly itself.
The European Commission must monitor 23 core platform services across seven gatekeepers, while each company releases updates continuously:
By the time the Commission identifies a potential violation, conducts workshops with stakeholders, issues preliminary findings, allows the company to respond, and publishes a final decision (a process taking 12-18 months), the underlying technology and business models have moved on.
Google launched AI Overviews in Europe one week after receiving preliminary findings of non-compliance for self-preferencing in traditional search. The company essentially announced that, while regulators debate whether Google Flights should rank above Kayak, Google is moving to a fundamentally different search results page where AI-generated summaries replace links entirely.
The DMA contemplated regulating 2024’s search landscape. Google is already building 2027’s.
While I’m not a regulator, I have been doing SEO for 15 years. In my opinion, regulators should redouble efforts to address actual structural monopolies rather than impose rules on how platforms must operate.
The DMA tries to regulate platform behavior while leaving monopoly power intact. This is like trying to stop water from flowing downhill by prescribing which route it must take. The water will find another path, and everyone gets wet in the process.
If Google’s dominance in search truly stifles competition, perhaps the solution isn’t to regulate how it displays results but to break its monopoly altogether. The United States has considered requiring Google to divest Chrome; such structural remedies might succeed where behavioral rules have failed.
If the concern is that Google leverages search dominance to advantage its advertising business, separate the two.
If the worry is that controlling both the search algorithm and the content (YouTube, Google News, Google Shopping) creates irresolvable conflicts of interest, then require differentiation.
These actions would be slower, more legally complex, and more politically difficult than passing the DMA. They would also actually work.
In short, regulators should focus on creating conditions for competition rather than micromanaging every product decision. That means enabling genuine data portability so users can switch services easily, taking their search history and preferences with them.
This also means using traditional antitrust enforcement aggressively for the largest abuses, like Google systematically burying competitors on page four, exclusive deals that lock out rivals, and acquisitions designed to eliminate nascent threats.
The DMA’s first two years have demonstrated that ex-ante rules are no faster — investigations still take 12-18 months — and far less effective than traditional enforcement.
The geopolitical consequences threaten to undermine European interests far beyond digital markets. In December 2025, the Trump administration threatened retaliation against the EU for what it characterized as discriminatory targeting of American technology companies. The Office of the United States Trade Representative explicitly named European companies, including Spotify, Siemens, SAP and DHL, as potential targets for new restrictions.
From Washington’s perspective, the DMA looks less like competition policy and more like industrial policy disguised as regulation.
Whether that characterization is fair matters less than the political reality: Brussels finds itself caught between domestic pressure to demonstrate tough enforcement and external pressure that threatens broader trade relationships.
Dig deeper: Google outlines risks of exposing its search index, rankings, and live results
The DMA promised to enable the next generation of search-dependent businesses. It promised to stop Google from using its search monopoly to advantage its vertical products. It promised fairer competition for hotels, airlines, ecommerce sites, and the entire ecosystem of businesses that depend on organic search traffic.
Two years in, Google’s monopoly remains intact, user experience has measurably degraded, business metrics have worsened, and no meaningful new competition has emerged.
For those of us who spent years documenting Google’s abuses and advocating for intervention, this failure is spectacular.
If regulators can’t find ways to break up long-standing monopolies (now over two decades old for some platforms), what hope is there to address emerging challenges in AI search, voice search, or whatever comes next?
Young companies have a right to compete in digital markets. Regulators must create conditions where genuine competition is possible, not regulate away the symptoms of monopoly while leaving its foundations untouched.
We were right about the problem. The DMA is simply the wrong solution.

Modders have given Mirror’s Edge a huge ray tracing upgrade A modder called “softsoundd” has released a new RTX Remix mod for Mirror’s Edge, enhancing the game’s visuals on PC with path tracing. The modder uses specific modifications to make Mirror’s Edge, an Unreal Engine 3 game, compatible with Nvidia’s RTX Remix toolkit. While the […]
The post Mirror’s Edge has received an RTX Remix Path Tracing upgrade appeared first on OC3D.
Coinvela helps you find the best place to buy and sell cryptocurrency by comparing real-time prices and total costs across 13 exchanges. It shows transparent fees and payment methods, updates quotes every few seconds, and supports popular coins like Bitcoin, Ethereum, XRP, USDT, and USDC. You can use it for free without signing up, and then complete your order directly with the provider you choose.
Qualcomm introduced its third-generation Oryon cores to its Snapdragon X2 Elite Extreme, bumping up the specifications to an impressive 18-core CPU, resulting in significantly increased single-core and multi-core performance. Unfortunately, these upgrades might give Windows laptops some bragging rights when compared as individual products, but as soon as you put the M5 Pro and M5 Max into the mix, the story changes immediately. In the latest single-core and multi-core benchmark comparison, the Snapdragon X2 Elite Extreme continues to lag behind its direct competition. Disappointingly, the M5 Pro and M5 Max are up to 26 percent faster than the Snapdragon X2 Elite […]
Read full article at https://wccftech.com/snapdragon-x2-elite-extreme-loses-to-m5-pro-and-m5-max-in-gpu-tests/

Microsoft remains fully committed to its gaming division, with CEO Satya Nadella and Xbox CEO Asha Sharma affirming that the company is "long on gaming" during a recent internal Q&A. The session provided reassurance to employees, coming at a time when the brand is undergoing yet another significant change with the upcoming Project Helix, which will bring PC and console gaming together in a single system for the first time. During the discussion, as reported by Windows Central, Nadella highlighted how gaming is not just a side business for Microsoft but a core pillar of the company's identity. “We’re long […]
Read full article at https://wccftech.com/xbox-at-its-best-long-on-gaming/



If your organic traffic is down but impressions are up, AI is likely citing your content without sending clicks. If both are down, you’re being ignored. Either way, the search behavior your marketing strategy was built on has changed, and waiting for traffic to rebound isn’t a strategy.
This is the reality you’re facing in 2026. According to KEO Marketing:
These aren’t normal fluctuations. They reflect a structural shift in how people find information online, disrupting business models built on website traffic at the foundation.
Organic clicks are declining for two overlapping reasons. You need to understand both because each requires a different response:
Traditional content marketing KPIs (impressions, clicks, CTR, sessions, bounce rate, and page views) no longer show you how discoverable your brand is. They measure behavior on your site, not how you perform in AI answers that now intercept much of your traffic upstream.
Five metrics matter most for AI visibility:
Several tools now let you track these metrics at scale without manually prompting LLMs. They’re worth exploring.
But even a simple benchmark — prompting major LLMs with your target queries and tracking where and how you appear — is better than not measuring at all.
Winning visibility in AI search doesn’t require an entirely new content playbook. But it requires retiring practices that no longer work and doubling down on principles that matter more than ever.
Experience, Expertise, Authoritativeness, and Trustworthiness were dominant signals in Google SEO before AI Overviews, and they remain dominant in AEO. LLMs prioritize sources that show real expertise and are trusted by other authoritative sources.
If you earn citations from credible sites, publish content written by clear subject matter experts, and cover topics with depth and specificity, you’ll consistently outperform content that doesn’t — regardless of how well it’s optimized for other factors.
LLMs retrieve content by identifying passages that directly answer questions. If you organize content around clear questions and direct answers, use structured bullet summaries, and avoid dense paragraphs, you’re more retrievable than if you bury answers in narrative prose.
This means making your information architecture legible to both human readers and LLM retrieval systems. Adding a Q&A section to existing content — or restructuring posts around clear question-and-answer pairs — is one of the highest-leverage updates you can make right now.
After Google’s latest core update, mass-produced AI content saw an 87% drop in rankings and citation frequency, and keyword-optimized content fell 63%. LLMs are getting better at detecting AI writing patterns and deprioritizing that content.
The pressure you felt in 2025 to produce volume with AI created a quality problem that’s now visible in performance data. The strongest strategy is quality over quantity. If you use AI, use it to draft and edit—not to generate final content. Add a review step to flag generic phrasing or a synthetic tone, whether through AI-detection tools or human editors.
Answer engines look at publication and update dates when choosing sources. A well-structured, authoritative piece from 2022 can be overlooked in favor of an updated version from 2025.
Audit your high-traffic pages and hero assets for outdated content, and refresh them with current data and examples. It’s a quick win many teams miss.
If your content reads as promotional — leading with product claims and brand-forward language — answer engines will often deprioritize it in favor of more objective sources.
That doesn’t mean you can’t mention your product or brand. It means you should write about it the way a neutral third party would: acknowledge tradeoffs, provide context, and let the facts make the case. Listicles and comparison articles work especially well here.
AI systems respond to structured, objective comparisons—even when one option is clearly favored.
One clear pattern in how LLMs decide which brands to mention: they look for consensus across multiple sources, not just your content. If you appear only on your own blog, you’ll lose to a brand with fewer owned assets but stronger third-party coverage.
That makes your external content ecosystem a strategic priority. Reviews on G2, Capterra, Google, and similar platforms are often used in AI training. User-generated content on Reddit and other forums is heavily indexed. Third-party articles, tutorials, YouTube videos, and newsletter mentions all build the multi-source consensus that gets you cited in AI answers.
Content partnerships deserve focused attention. When you sponsor articles or newsletter placements with relevant publications, you do two things: drive referral traffic outside search and earn trusted external citations that boost AI visibility. Newsletter readership is growing as audiences seek curated, human-authored content. YouTube citations are especially strong and increasing, and ChatGPT shows a documented preference for citing authoritative video creators.
The goal isn’t to manufacture mentions. It’s to tell a consistent story about your brand across credible external sources so LLMs encounter that story repeatedly. Consistency across partners, review platforms, and third-party content compounds your AI share of voice.
With organic traffic down 30% or more, the visitors who reach your site are more valuable and more intentional than in past years. That makes conversion optimization on key landing pages more important.
The principle is simple: one offer, one message, minimal copy.
Each landing page should have a single call to action and a single argument. If you have multiple conversion goals, create multiple landing pages — not one page trying to do everything.
Your header should capture the full value proposition. Supporting points should be brief. A visitor should understand the offer and act without scrolling.
This differs from blog and thought leadership content, which should be detailed, well sourced, and structured for LLM retrieval. The two serve different purposes and require different standards. Conversion-focused landing pages aren’t the place for nuance or extended prose.
The traffic decline isn’t a temporary setback that will correct itself. Users are getting answers from AI instead of clicking through to websites, and that behavior will intensify. A content strategy built only around ranking for clicks is no longer enough.
What replaces it is a dual mandate: optimize to be cited by answer engines and build the external brand presence that gives LLMs reason to mention you consistently. These goals align with what you should’ve been doing all along — publishing clear, authoritative, well-structured content grounded in real expertise.
The brands that will win in AI-driven discovery are the ones doing the fundamentals well: building real credibility, earning trusted external mentions, and writing for readers instead of algorithms.
That was always the right approach. AI search has simply made it mandatory.

John Mueller from Google said you can block a complete TLD, top-level-domain, using the link disavow tool. He said it is not something Google documents because “Given how big of a hammer it is, I don’t know if it’s something we should really suggest in the docs.”
How does it work. All you need to do is use the syntax “domain:abc” in the disavow file. John posted this one Bluesky saying:
He later added:
Why we care. If there is one TLD that is concerning to you, sure, you can go ahead and disavow the whole TLD. But it might be better to be more selective of how you use the disavow file and don’t just block TLDs at a whole.
For more on the disavow link file, see this help document.

DecTrack is a workspace for team decisions. Create a decision, add options, invite the right people, and collect structured votes or feedback. Compare alternatives with pros and cons, weighted criteria, or a simple decision matrix. Every decision stays documented with context, discussion, and a clear outcome. It is built for teams that want fewer chaotic chats and more traceable decisions. DecTrack is currently in Early Access and free during beta.
MSI has a brand new entry-level motherboard, the MAG B850M Gaming PRO MAX, which comes with an OC Engine for Ryzen overclocking. MSI Adds An OC Engine On Its Entry-Level MAG B850M Gaming PRO Motherboard MSI's new MAX series refreshed motherboards come with an external BCLK generator or an OC Engine, as MSI likes to call it. This OC Engine provides independent BCLK control for better overclocking potential & it's always great to see entry-level options with such capabilities, as they allow AMD Ryzen owners to get better performance out of their systems. So, looking at the specs sheet, the […]
Read full article at https://wccftech.com/msi-mag-b850m-gaming-pro-max-entry-level-am5-motherboard-with-oc-engine/

A torrent of rumors and speculation that had been churning out for years eventually led to the materialization of the MacBook Neo, making it Apple’s most affordable product from this lineup. The launch allows the company to target an entirely new category, which should make Windows notebook manufacturers quite nervous right about now. With a decent assortment of specifications and a stellar build quality for the price, we expect this machine to be quite a popular pick amongst consumers, and if you want to learn more about it, check out our detailed roundup. Display and Design No expense was spared […]
Read full article at https://wccftech.com/roundup/apple-macbook-neo-roundup-here-is-everything-you-need-to-know/

Google's John Mueller shared the Disavow File Domain Directive which disavows entire Top Level Domains (TLDs) but cautioned about using it.
The post Google: You Can Disavow Entire TLDs Like .XYZ With Domain Directive appeared first on Search Engine Journal.
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Auditsky provides an embeddable AI-powered website audit widget that agencies can place on landing pages and blogs to capture more leads. Visitors scan their websites for key SEO and AI search signals and receive a branded report. Visitor contact information is then delivered to your inbox and dashboard.
You can customize the widget with your logo, colors, and copy. Embed it anywhere on your website and share audits via unique links to nurture prospects and close more deals.
ContentBeast automates your blog to drive organic traffic. Connect your site, set a schedule, and let it research keywords, plan topics, write human-sounding articles, generate images, and insert internal links and CTAs. It optimizes titles, URLs, FAQs, and structure for search and AI visibility, then publishes directly via its plugin. Use it to stay consistent, rank for more keywords, and scale content across one or many sites.
ExpenseBot delivers AI-powered expense tracking built for Google. You can snap a photo, forward an email, or let it scan Gmail to extract, categorize, and organize every receipt directly into Google Sheets while keeping data in your Google Drive. It automatically finds tax-deductible expenses and exports tax-ready reports to QuickBooks, Xero, Sage, or FreshBooks. Deploy for freelancers, accountants, or entire Google Workspace teams with zero training.
Facebook, Pinterest and TikTok rates increased slightly, while X post engagement grew significantly, according to a report from Buffer.
Available in post composer, the new toggle enables users to prevent the xAI tool from reimagining material added to the app.
The app recently launched a small-scale trial that displays promotional calls-to-action beneath user posts mentioning product names.
RepliFuse.ai is a comment intelligence platform powered by AI agents. It helps brands and creators manage comments across YouTube, TikTok, Instagram, and Facebook by triaging urgent messages, spotting buying intent, flagging risk signals, and surfacing recurring audience insights so teams can respond faster, protect trust, and turn engagement into growth.
Mintli helps UK small businesses create on-brand ads, images, videos, and copy from a single website URL in under a minute. It scans your site to learn your brand voice, colors, and audience, then produces ready-to-post assets for Instagram, Facebook, LinkedIn, and email. Use Mintli to streamline marketing workflows, maintain brand consistency across channels, and cut costs compared to agencies, with simple plans starting at £39/month.
A design overhaul of the M6 MacBook Pro is expected either in late 2026 or early 2027, with Apple introducing a display transition from mini-LED to OLED for the first time in the portable Mac’s history. Typically, when the technology giant introduces a newer lineup, it ends up discontinuing the older-generation models, like it has done with the M4, M4 Pro, and M4 Max versions now that the M5 Pro and M5 Max family is here. However, according to the latest report, Apple isn’t going to phase out its newest SoCs or the MacBook Pro lineup that houses them because its M6 […]
Read full article at https://wccftech.com/oled-m6-macbook-pro-higher-price-target-m5-pro-and-m5-max-models-will-remain/

Users will now have the option to activate an in-stream listening button, which will prompt the xAI chatbot to read content to them while they scroll.
The update will allow creators to paywall certain posts as the app looks to enhance its overall subscription benefit options.
The Ryzen 7 9850X3D and Radeon RX 9070 XT are one of the most powerful pairings that you can stumble upon to make a gaming PC, as both can handle the most demanding of resolutions and still deliver incredibly high framerates to provide that visual ‘eye candy.’ Unfortunately, this configuration can be pricey for the majority of buyers, with some readers outright self-discouraging a purchase because of the ongoing DRAM crisis. Fortunately, Skytech’s monster of a gaming PC, the Gaming O11 Vision, has the entire build ready to plug and play for $1,999.99 on Amazon. The Gaming O11 Vision is also kitted […]
Read full article at https://wccftech.com/skytech-gaming-o11-vision-gaming-pc-with-ryzen-7-9850x3d-and-rx-9070-xt-available-for-1999-99-on-amazon/

Aivare deploys 15 specialized AI agents that automate tasks, prioritize leads, optimize marketing campaigns, and manage office workflows autonomously. A continuous learning engine retrains predictive models using real-time interaction and outcome data. Its patent-pending Dynamic Data Valuation Model assigns an Intelligence Value Index to each data object, prioritizing the most predictive information for retraining and decision-making. This enables selective learning, computational efficiency, and continuous optimization. Designed by real estate experts, AiVARE empowers agencies with AI intelligence tools that go beyond today’s CRM capabilities and continuously evolve with the market.
The demand for compute power has gone wild out there, and in the midst of it, the AI startup TinyCorp has a rather interesting demand for AMD, involving a 'chonky' RDNA 5 GPU. TinyCorp Hopes To Get an RDNA 5 GPU With 96 GB VRAM For $2,500 Each; Probably Ignoring the Memory Shortages Every AI startup whose world revolves around 'tokenomics' is hungry for compute power and ready to go to any lengths to get it. One of the primary reasons consumer GPUs saw massive availability constraints was that, for small- and medium-scale AI enterprises, they were a viable option […]
Read full article at https://wccftech.com/this-ai-startup-demands-amd-to-build-a-96-gb-rdna-5-gpu/

In addition to a chipset upgrade, the M5 MacBook Air has received a major boost in SSD performance, mimicking the gains obtained by the M5 MacBook Pro that launched last year. In fact, what’s remarkable about the latest comparison is that Apple’s latest portable Mac is faster than some premium M4 Pro models, not to mention that the machine runs circles around its immediate predecessors, the 13-inch and 15-inch M4 MacBook Air. Let us take a look at these SSD speeds in more detail. Faster SSD speeds will enable the M5 MacBook Air to become more responsive than previous-generation models, making everyday […]
Read full article at https://wccftech.com/m5-macbook-air-ssd-read-and-write-speeds-impressive-performance-gains/

GoSign provides electronic signatures with flat, unlimited pricing. Send, track, and sign unlimited documents with no per-envelope or per-seat fees. You can use it hosted or deploy it in your own infrastructure. Teams receive unlimited templates, bulk send, custom branding, audit trails, and role-based access. Developers can embed signing with a full REST API, webhooks, OAuth, and SSO, along with instant status events and retries. Connect to CRMs and internal systems to automate end-to-end document workflows.
Gemini for Education is now in all 20 Malaysian public universities, reaching 600,000 students and 75,000 faculty members.
Google is honoring International Women’s Day and Women’s History Month across its products along with a new film on Dr. Marian Croak. Wafaa is your new one-stop shop for digital contracts. Create, sign, and send contracts in minutes so you can get back to work. Replace scattered and unsecured agreements across platforms and manage the full contract lifecycle at a glance. Protect your money and time with built-in fraud prevention, and skip the subscriptions by paying as you go. Try before you buy: your first contract is on us.
NVIDIA now plans to bring older GPUs back to life, and according to a new report, Samsung Foundry is preparing to restart production lines for the GeForce RTX 3060. Samsung Foundry Reportedly Plans to Restart 8nm Production of NVIDIA's GeForce RTX 3060 GPUs The consumer GPU industry has seen significant changes over the past few months, amid DRAM shortages. Not only have we witnessed changes in product launch cycles, but the retail availability of popular SKUs has worsened since then. Given that NVIDIA is having a difficult time managing both the AI/consumer businesses, the company does have a few options […]
Read full article at https://wccftech.com/nvidia-answer-to-the-gpu-shortage-has-samsung-resurrecting-the-geforce-rtx-3060/


Most people fail on Reddit because they write comments like ads. Reddit eats ads for breakfast. It’s better to follow a Reddit comment framework that has been proven thousands of times to get engagement and increase visibility and awareness.
The winning move? Be useful first, be human, then casually exist as a company.
Below are 10 proven comment frameworks we see working every single day for our clients. These aren’t scripts: they’re thinking patterns. Follow the structure, swap in your context, and your comments will feel native instead of needy.
When to use it: Someone is struggling or asking how to do something you already solved.
Framework:
Example:
Why it works: You’re relatable first, helpful second, promotional last. Reddit rewards vulnerability over authority.
When to use it: A thread where everyone is repeating the same advice.
Framework:
Example:
Why it works: Reddit loves contrarian thinking when it’s earned through experience, not just hot takes.
Dig deeper: How to build an organic Reddit strategy that drives SEO impact
When to use it: Someone asks how to do something step by step.
Framework:
Example:
Why it works: Clear value without overwhelming anyone. People can implement immediately.
When to use it: Someone is about to make a common and expensive mistake.
Framework:
Example:
Why it works: You sound like a guide who’s walked the path, not a salesman with an agenda.
When to use it: A discussion that’s heavy on opinions and light on facts.
Framework:
Example:
Why it works: Reddit respects numbers when they’re not flexy. Specific beats vague every time.
Dig deeper: A smarter Reddit strategy for organic and AI search visibility
When to use it: You want to add value without preaching or taking over the conversation.
Framework:
Example:
Why it works: You move the conversation forward instead of hijacking it. Shows you’re thinking strategically.
When to use it: You genuinely disagree with the top comment or popular opinion.
Framework:
Example:
Why it works: You avoid Reddit flame wars while still standing out from the echo chamber.
When to use it: Someone asks what tools or services to use.
Framework:
Example:
Why it works: You don’t look biased even when you are involved. Builds trust through honesty.
Dig deeper: 4 ways to use Semrush to discover Reddit opportunities
When to use it: Someone asks if something is worth trying or worth the investment.
Framework:
Example:
Why it works: Balanced honesty builds trust fast. Shows you’ve done the work and learned from failures.
When to use it: You want to establish credibility without saying exactly who you are.
Framework:
Example:
Why it works: You sound like someone who has seen this movie before. Authority through pattern recognition, not bragging.
Here’s the golden rule: Your company is context, not the point.
The magic happens in your profile. When your comment gets upvoted, people click through to see who you are. That’s where the real conversion happens: not in the comment itself.
The frameworks above work. But having someone implement them consistently? That’s what turns Reddit into a real growth channel.
By implementing the Reddit Comment Framework, brands can achieve greater visibility.
This article was originally published on LaunchClub (as 10 Reddit Comment Frameworks That Actually Win on You Visibility (Steal These for Your Brand)) and is republished with permission.
Apple Silicon is the gift that keeps on giving, entailing not only insane performance boosts for Apple's ever-expanding portfolio of products but also unlocking the kind of granular control that would have been impossible with off-the-shelve chips from Intel and AMD. And now, Apple's A18 Pro has just awarded huge bragging rights to the MacBook Neo, albeit with an equally huge catch. Apple's MacBook Neo gets huge bragging rights with a sizable catch Apple finally unveiled its much-anticipated MacBook Neo earlier this week, bringing a 13-inch Liquid Retina display with a 2,408 x 1,506 resolution and 500 nits brightness, uniform bezels, […]
Read full article at https://wccftech.com/apples-macbook-neo-outperforms-the-13000-28-core-mac-pro-by-3x-but-there-is-a-huge-catch/

After the regular fan version, MAXSUN has also debuted two more Arc PRO B60 Dual cards, featuring fanless and liquid-cooled designs. MAXSUN Officially Introduces Single-Slot Arc PRO B60 Dual 48G Liquid Edition, Equipped With 16-pin Power Connector It's not just the Turbo edition that comes with the 16-pin power connector; the new "Liquid-Cooled" Intel workstation GPU also features the same connector on the PCB. MAXSUN has introduced two new editions for the Arc PRO B60 Dual 48G card, including a Passive one and a Liquid-Cooled edition. Last year, the company debuted the Arc PRO B60 Dual 48G Turbo, which brought […]
Read full article at https://wccftech.com/maxsun-unveils-liquid-cooled-intel-arc-pro-b60-dual-48g-liquid-gpu-with-12v-2x6-connector/

The new MacBook Neo will not mark a pivot in Apple's reigning product strategy, with a bucketload of high-end, Ultra-category products still in the pipeline, as per the tidbits gleaned from Mark Gurman's latest Power On newsletter. The MacBook Neo, despite expanding Apple's TAM, will not change the Cupertino giant's fixation on high-end products According to Gurman, a number of stars had to align for Apple to launch the MacBook Neo, including Apple's increasing reliance on its own silicon instead of Intel chips, a wide-ranging overhaul of the macOS to allow it to run on ARM processors, and the A18 […]
Read full article at https://wccftech.com/apple-doubling-down-on-high-end-ultra-products-even-if-the-macbook-neo-proves-to-be-a-success/

The $599 starting price of the MacBook Neo with its aluminum chassis is something that can only be achieved by production magic, or at the very least, it’s Apple’s decision to employ a newer approach that allows it to save as much raw material as possible to make its latest portable Mac affordable to the masses. If you thought this was impressive, the technology is reportedly moving to an even more cost-effective way to manufacture aluminum, and that is by 3D printing it. The 3D printing process will initially be involved in manufacturing Apple Watch casings, and after that, larger products […]
Read full article at https://wccftech.com/apple-moving-to-3d-printing-aluminum-after-macbook-neo-manufacturing-process/

Agentorie Chat is an AI chatbot plugin for WordPress that reads your website content, including WooCommerce products and custom post types, and answers visitors with accurate information and links from your pages. When a conversation needs a human touch, you receive an instant alert and can take over from the AI in one click via built-in LiveChat. It supports over 50 languages and keeps all indexed data in your WordPress database for GDPR compliance.
The free plan includes 100 conversations per month with full widget customization, no credit card required. Paid add-ons are available, or you can try free demos on our website.
Apple's $599 MacBook Neo isn't for you. But it might be the most important laptop announcement in years - and the budget Windows market should be paying close attention.
QuoteGuru is a quote and job management platform for UK tradespeople and contractors. You can create professional quotes with a guided wizard and branded PDFs, send them by email, and track accept/reject responses in real time. Utilize the AI Pricing Assistant to confidently price jobs, convert accepted quotes into scheduled work, and manage clients and calendars on iOS and Android. Receive push notifications and business analytics to monitor revenue and conversion rates, with support for over 15 languages.
World Wide Chat is a secure messenger that translates messages in real time so everyone reads in their own language. It supports private, group, and channel chats with end-to-end encryption, two-factor authentication, and a duress PIN for secret chats.
Use @w for an AI assistant that summarizes threads, helps translate, and generates ideas. You can start audio and video calls, host group calls, and get automatic voice transcription. Developers can build bots using an open Bot API.
Users are reporting performance gains after updating to the latest NVIDIA Hotfix driver that fixed several bugs. Redditor Reports His Best Ever Scores With RTX 5080 Using the Latest NVIDIA Hotfix Driver 595.76; Others Confirm the Same After re-releasing the new Hotfix driver 595.76, some users are now reporting better performance on their GeForce RTX 50 series cards. Just a few days ago, NVIDIA rolled out the Hotfix driver 595.71, which reportedly fixed the performance issues in Resident Evil: Requiem; however, the driver also introduced some bugs related to core voltage. We found it limiting the voltage on the RTX […]
Read full article at https://wccftech.com/user-reports-noticeable-performance-uplifts-with-the-latest-nvidia-hotfix-driver-595-76/

[UPDATE - March 8, 9:48 AM] As some pointed out, UWP was deprecated in 2019, and Xbox Series X|S use containerisation technology to manage backward compatibility and system resources and enable features like Quick Resume. As such, SneakersSO may have provided inaccurate information, unless the Xbox Project Helix handles software differently than its predecessors. Original story follows. [Original Story] The next-gen Xbox Project Helix will reportedly abandon a native console SKU in favor of a specialized PC architecture designed to run games released on the Windows Store. New insights from well-known insider SneakersSO (who correctly revealed Xbox going multiplatform before […]
Read full article at https://wccftech.com/xbox-project-helix-pc-emulate-console-experience/

The proper competitors of the AirPods 4 and AirPods Pro 3 have arrived in the form of Samsung’s Galaxy Buds4 and Galaxy Buds4 Pro, offering impeccable audio quality, noise cancellation, battery life, and more, while rewarding freebies to those willing to pre-order either of the two from Amazon. The online retailer is giving you a gift card of up to $30, and before you ask, yes, this reward can be redeemed for all products on the website. Galaxy Buds4 Pro offer slightly better listening features than the Galaxy Buds4, but they are also pricier at $249.99 The more affordable Galaxy […]
Read full article at https://wccftech.com/you-can-still-get-up-to-30-gift-card-from-amazon-for-each-galaxy-buds4-pro-purchase/

This ultra-compact device will carry powerful hardware despite being so small, and will have all the modern connectivity. FEVM is Reportedly Preparing an Ultra-Portable and Thin Panther Lake-Based Device; Brings Dual LAN Ports, 3x M.2 Slots, and Dual-Fan Cooling FEVM's new prototype doesn't look like a mini PC because it's incredibly smaller than conventional mini PCs. This even appears smaller than the ultra-compact form-factor mini PCs, as it measures just under 2 CM thick. While the information is not official, the leaker @94G8LA says this device will be powered by a Panther Lake processor, rated at 55W. So, it's most […]
Read full article at https://wccftech.com/leaked-fevm-prototype-shows-company-preparing-55w-panther-lake-ultra-compact-device/

adobaRo is an AI Global Agent built for creators and brands expanding internationally. Instead of manually translating, re-uploading, and managing multiple platforms, you upload once and the AI handles localization, subtitles, cross-platform publishing, and optimization.
At its core is Ro, our operational AI Agent that executes multi-step global workflows across YouTube, Shorts, TikTok, Bilibili, Douyin, and more. adobaRo acts as an operational layer for global content, helping creators scale internationally without building a full overseas team.
NVIDIA's RTX 50 memory clock limit has been bypassed by none other than Teclab, allowing their RTX 5070 Ti to hit 36 Gbps speeds. Bypassing NVIDIA's RTX 50 Memory Clock Limit Is Possible If You Have The Right Tools & The Engineering Experience As Teclab Demos 36 Gbps On 5070 Ti The folks over at Teclab have been showcasing some awesome mods with the latest NVIDIA GPUs and have also broken various world records. The tech and overclocking enthusiasts from Brazil were the first to mod a GeForce 10 series card with higher VRAM, and also unlocked higher memory clocks […]
Read full article at https://wccftech.com/teclab-bypasses-nvidia-rtx-50-memory-clock-limit-hits-over-36-gbps-on-rtx-5070-ti/

Remove duplicate songs
Generate viral social & chat mockups in seconds with AI.
A Mac application to keep your code reviews organized!
Helping companies easily get the AI tools they need
Sell what you ship, instantly
Ever since I laid my hands on our first AMD Ryzen AI MAX+ 395 Mini PC, I wanted to try the same chip in a compact laptop. AMD's Strix Halo lineup already impressed me a lot in my previous review, and with the launch of Panther Lake, I was more curious to see how Strix Halo would do in a similar lightweight, slim & stunning design that Core Ultra Series 3 CPUs were shipping in. Well, AMD heard my call, and they were able to arrange a Strix Halo laptop for me instantly. I do want to thank the team […]
Read full article at https://wccftech.com/review/hp-zbook-ultra-g1a-ryzen-ai-max-395-laptop-review-top-strix-halo-vs-top-panther-lake/

Trilo is an AI-native workspace that unifies docs, tasks, calendar, and chat so you stop juggling apps. It adds autonomous AI coworkers that share context, coordinate with each other, and keep work moving by taking notes, creating tasks, writing summaries, scheduling posts, and running natural language workflows. Connect Slack, Google Calendar, Gmail, Notion, GitHub, and more to build a knowledge graph the AI remembers. Collaborate in real time on the web or macOS and manage everything in one place.
StatChasers delivers advanced fantasy football tools and analysis for competitive managers. It pairs weekly projections with a lineup optimizer, waiver wire wizard, and a player analyzer that tracks snaps, targets, carries, and variance. Explore rankings, live fantasy news, and concise articles, along with analytics like Fantasy Report Card and Playoff Hotspots. Commissioners receive utilities such as a pick tracker and orphan hub, with more core tools coming soon.
SEObolt tracks how your brand appears across AI assistants like ChatGPT, Claude, and Perplexity, alongside Google Search Console data and GA4 in one unified dashboard. You can use 23 built-in tools to monitor LLM citations, analyze keywords and rankings, audit pages, and manage schema, links, and redirects. Deploy a live SEO top bar and slide-out on your site for instant page insights, edit meta at scale via a snippet, and connect GA4. Bring your own API keys for unlimited LLM checks and manage multiple domains with centralized reporting.
Among the myriad companies that have dug their hands deep into wired and wireless gaming mice, Logitech stands out from the pack with its continuous innovation and drive to use the best possible hardware to deliver accurate, enjoyable gameplay sessions. Its G PRO X Superlight 2 isn’t just a piece of plastic, but the pinnacle of wireless gaming mice designed to give you an unfair advantage in your favorite competitive shooters. Best of all, with the latest discount on Amazon, the G PRO X Superlight 2 is now $50 off, with both the white and black colors down to $129.99. […]
Read full article at https://wccftech.com/logitech-g-pro-x-superlight-2-wireless-gaming-mouse-50-off-on-amazon/

Synlets provides AI agents that handle the software development cycle from ticket creation to implementation, pull requests, and code reviews. It connects to GitHub or GitLab, syncs with Jira or Asana, and pulls context from Confluence or Notion to draft clear tickets and ship changes quickly. Engineers stay in control by approving PRs while reports surface progress, quality, and security. You can choose preferred AI models and scale capacity with ACU credits to add round-the-clock development power without increasing headcount.
Apple AirPods 4 with ANC hit $119 at Amazon, their lowest tracked price and $60 below the $179 list.
Read full article at https://wccftech.com/airpods-4-with-anc-drop-to-119-on-amazon-34-off/

Samsung has not just made the Galaxy S26 Ultra a flagship that checks all the boxes of a premium smartphone without going overboard like its rivals, but it has also turned its focus on two areas that properly tackle user complaints; battery replacements and thermals. In the latest teardown, we take a look at how the Korean giant has implemented these changes, and how some competitors should take down valuable notes. Extensive use of graphite films and thermal paste on the chipset, storage, and DRAM allows for effective heat dissipation on the Galaxy S26 Ultra It was fairly easy to […]
Read full article at https://wccftech.com/galaxy-s26-ultra-teardown-easier-battery-replacements-better-cooling-for-components/

Shipping Cost Calculator lets you compare rates from UPS, USPS, FedEx, and DHL side by side to find the cheapest or fastest shipping option. Enter the origin, destination, and weight to instantly see options across domestic and international services. Create shipping labels at up to 70% off retail, choose flat rate options like USPS Flat Rate and FedEx One Rate, and track every shipment in a single dashboard. Rate comparison is free; the $4.99/month Business plan unlocks discounted labels with no hidden fees and cancel anytime flexibility.
Google's head of Search described how multimodal LLMs help Google understand audio and video, and discussed a direction for subscription-aware search.
The post Google’s Liz Reid Says LLMs Unlock Audio And Video Indexing appeared first on Search Engine Journal.
Apple has announced two notebooks that occupy entire entirely different pricing brackets, which is a first for the company, meaning that it can become confusing as you attempt to figure out if you should opt for increased savings and get the MacBook Neo or spend the premium to make the M5 MacBook Air your daily driver. This buying guide will highlight all the differences that you need to know so let us begin. Display The MacBook Neo and the M5 MacBook Air sport a unibody aluminum chassis, offering users a premium exterior regardless of how much they choose to spend. However, when […]
Read full article at https://wccftech.com/macbook-neo-vs-m5-macbook-air-buying-guide/

Modder ports Linux to Sony’s PS5 console and plays GTA V A modder called Andy Nguyen, also known as “theflow0” online, has managed to port Linux to Sony’s PlayStation 5 console. The modder even managed to install GTA V on the system and run it at 1440p 60 FPS with ray tracing enabled, proving the […]
The post Modder turns Sony’s PlayStation 5 into a Linux-powered gaming PC appeared first on OC3D.

With one fell swoop, Apple seems to have opened for itself a market opportunity of at least 50 million units by launching the MacBook Neo even as most sales projection argue for a healthy but modest take-up rate, hampered by the budget device's copious compromises. Apple's MacBook Neo sits within a market opportunity zone that is worth at least 50 million units per year That Apple's latest MacBook Neo was always expected to sell well was never in doubt. After all, TrendForce continues to expect Apple to sell between 4 million and 5 million units of the budget device. Even so, the […]
Read full article at https://wccftech.com/apple-just-doubled-its-mac-related-tam-with-the-macbook-neo-even-as-split-opinion-persists/

G.SKILL Flare X5 DDR5-6000 CL30 16GB kit drops to $248, an all-time low — but 32GB CL36 kits cost far less.
Read full article at https://wccftech.com/g-skill-flare-x5-ddr5-6000-cl30-16gb-kit-hits-248-all-time-low/

It looks like Valve’s Steam hardware is no longer launching “in the first half of this year It looks like Valve has delayed its new Steam hardware, but things aren’t as bad as they first seemed. Initially, Valve’s new “Steam Year in Review” post stated that “We hope to ship in 2026”. Now, Valve has […]
The post It looks like Valve has delayed its new Steam Hardware appeared first on OC3D.
Ever bought something second-hand only to discover hidden problems you didn't know to look for? That's exactly why Pancho exists. Pancho spots what you can't. It knows where to look, what questions to ask, and what red flags mean for every type of used item, including cars, laptops, bikes, and cameras.
Pancho walks you through the inspection step by step, analyzes your answers and images to spot hidden issues, and delivers a shareable report with a 0–10 score, detailed assessments, and clear recommendations so you can buy with confidence. You don't need to be an expert; you just need Pancho.
Specifications leak for Sony’s planned PS6 Handheld and Console systems Specifications for Sony’s next-generation PlayStation 6 (PS6) console have leaked, revealing a hybrid approach to the next console generation. It looks like Sony plans to release a PlayStation 6 handheld alongside a PlayStation 6 home console. This will give Sony a competitor to Nintendo’s Switch […]
The post Full PlayStation 6 console specifications leak, unveiling huge performance boost appeared first on OC3D.
LLMSE (LLM Search Engine) is a service that uses artificial intelligence to automatically analyze and categorize websites. It functions like a modern card catalog for the internet; similar to how libraries organize books by subject, LLMSE organizes websites into meaningful categories that make discovery and research easier.

Apple’s ambitious plan to cater to every price bracket has led the company to bring forth the MacBook Neo, and as soon as the announcement concluded, comparisons were immediately drawn with the technology giant’s first portable Mac to lead the in-house silicon revolution, the M1 MacBook Air, which launched in late 2020. Since a large percentage of individuals believe that Apple’s 5-year-old machine offers better value, the latest comparison should make them believe otherwise, as the MacBook Neo delivers up to a 43 percent performance increase in CPU tests. The only time the M1 MacBook Air gets the better of the […]
Read full article at https://wccftech.com/macbook-neo-better-value-than-m1-macbook-air-up-to-43-percent-better-performance/

simpliers CHAT unifies your Instagram DMs and comments in a clean inbox and powers them with automations that drive growth. Build flows to auto-reply, route messages, capture leads, answer product questions, and translate conversations instantly, all while staying organized across multiple accounts.
Approved by Meta and using official APIs, simpliers secures your data and scales with influencers, brands, and agencies. Analyze sentiment, categorize comments, collaborate with teammates, and launch in minutes to never miss a message.
It's been a while since we heard about NVIDIA GPUs with missing ROPs, but here we are, seeing one more GPU having fewer ROPs. Redditor Reports 160 ROPs Instead of 176 on His NVIDIA RTX PRO 5000 Blackwell GPU; The First Workstation Blackwell GPU With Fewer ROPs Right after the launch of the Blackwell NVIDIA RTX 50 series, we heard a few reports that confirmed a small percentage of the inventory had fewer ROPs (Render Output Units). This issue was mostly observed on the flagship card, the GeForce RTX 5090, but we also saw slower GPUs, including the GeForce RTX […]
Read full article at https://wccftech.com/rtx-pro-5000-blackwell-also-reported-to-have-missing-rops/

The WD_Black C50 2TB Xbox expansion card hits $250 at Amazon, its lowest tracked price at $125 per terabyte.
Read full article at https://wccftech.com/wd_black-c50-2tb-xbox-expansion-card-drops-to-250-at-amazon/

Late yesterday evening, Valve posted a 2025 Steam retrospective that also included some small but significant tidbits on the Steam Machine, Steam Frame, and Steam Controller shipping. As you will certainly recall, their original goal was to ship all three products in early 2026, as confirmed even by AMD CEO Lisa Su. However, shortly after that statement, Valve told consumers that it was forced to delay the timetable on the heels of the ongoing memory and storage crisis and was now targeting the first half of 2026. The new blog post appears to quietly push the shipping window even further. […]
Read full article at https://wccftech.com/valve-steam-machine-now-targeting-this-year-instead-of-first-half/

My Baby Name Lab analyzes thousands of names across cultures and meanings to deliver personalized baby name suggestions based on your preferences. Answer a short questionnaire, then explore curated matches with etymology, origin, and style controls. Save favorites, build collections, and share them with your partner to compare, comment, and sync in real time. Start free with daily suggestions or unlock expanded generations, deeper research, and collaborative features with a one-time upgrade.
Agentic testing for the AI-native team.
Let AI collect invoices and do reconciliation in automatic
Local open-source LTX video editor optimized for GPUs
Create responsive HTML forms in minutes. No login required.
The secure notepad and clipboard manager for your Mac.
Fast GitHub browsing experience
7B open model mixing transformers and linear RNNs
Our application security agent
Turn hours of loan processing into seconds
SDK to add an Claude Code AI agent to your app
Endless designs for your ideas, just scroll.
AI-powered doodle video and vector generator
SlackPal adds an AI teammate called Pal to your Slack workspace. Mention @Pal in any channel, thread, or DM, and it responds using context from the conversation and your connected tools. It summarizes 200-message threads into action items, drafts support replies with full Zendesk ticket context, pulls standup updates from Jira and GitHub to help you skip the morning meeting, or creates issues directly from a Slack discussion. It connects to over 3,000 apps, installs in under a minute, and requires zero training because it works exactly like messaging a coworker.
Erenya is a meditation and wellness app that consolidates five daily rituals in one place: mood check-in, gratitude journaling, guided breathing, affirmations (including a mirror moment with your camera), and daily intentions. Whether you have three minutes or fifteen, you can choose what matters and build habits with streaks and clear progress. Erenya provides a single home for mental wellness, eliminating the need to juggle multiple apps. With guided breathing and affirmation programs, a calm interface, and routines that fit your life, it offers one app for your daily wellness.

SmartLearn is an AI-powered educational platform that turns any complex subject into a personalized, multi-phase learning roadmap. The system generates tailored lessons and interactive quizzes while using advanced animation tools to create custom educational diagrams and smart visuals specifically for each user's content. It serves as a comprehensive ecosystem for self-directed learners who need a structured path to mastery without the manual effort of organizing resources.
Shipzy is a performance-ranked directory of freight forwarders that helps shippers discover reliable logistics partners. It benchmarks providers using standardized RFQs and measures response time, quote completeness, and pricing accuracy against industry standards. Scores update continuously to rank forwarders by country and service type, giving shippers transparent comparisons while rewarding high-performing providers with greater visibility. You can search for routes to find reliable freight forwarders worldwide.
FluidForms transforms data collection by treating every submission as a conversation, not a transaction.
Whether you are qualifying sales leads, collecting product feedback, or screening candidates, FluidForms validates data instantly.
It reads uploaded documents (PDFs, images, audio) and vague answers, identifies missing context, and asks dynamic follow-up questions in real time, just like a human agent.
FluidForms delivers clean, structured data directly to your tools like Slack, Zapier, and Notion. Start for free and automate your busywork.
Google updated AI Mode recipe search results to change how it displays recipes and to send more traffic to recipe blogs
The post Google Updates AI Recipe Results To Send More Traffic appeared first on Search Engine Journal.
Seedance 2.0 is an all-in-one AI video generator that turns text, images, and references into polished 1080p clips with native audio and multi-shot storytelling. Describe a scene or upload a photo, and it produces footage, sound, and transitions in under a minute. Use text-to-video, image-to-video, reference-to-video, video extension, editing, and beat-sync workflows to control style and motion. Access leading models like Seedance, Sora, and Veo in one place, then download and share your results or iterate with refined prompts.
After confirming that South of Midnight would be coming to PS5 and Nintendo Switch 2 sometime in Spring 2026 a few hours ahead of The Game Awards 2025, developer Compulsion Games has confirmed that its previously Xbox Series console exclusive will arrive on PS5 and Nintendo Switch 2 later this month on March 31, 2026. The release date for the new versions of the game came with a new trailer, which you can see below. After Avowed, Compulsion Games' South of Midnight was the next major release from an Xbox Game Studios team to hit shelves last year. Now, it'll […]
Read full article at https://wccftech.com/south-of-midnight-ps5-nintendo-switch-2-release-date/


Google’s AI Mode is increasingly citing Google itself — and often sending users back to another Google search, according to new SE Ranking research.
Why we care. AI search is meant to surface the best sources on the web. If Google increasingly cites itself, you may see fewer direct links and less traffic as more users stay inside Google.
The details. Google.com was the most cited source in AI Mode answers, accounting for 17.42% of all citations, SE Ranking found.
Accelerating trend. In June 2025, Google cited itself in just 5.7% of AI Mode answers. That share is now tripled.
Self-preferencing on steroids. AI Overviews already link heavily to Google properties like Maps, Images, and YouTube. AI Mode appears to extend that approach by pushing users deeper into Google’s ecosystem, often through additional search results rather than external sites.
What changed. Earlier AI Mode research showed Google mainly citing Google Business Profiles. That’s no longer the case:
Industry differences. Google dominates citations across most topics. Some niches rely on Google even more:
The only category where Google wasn’t the top source was Careers and Jobs, where Indeed appeared 3.1x more often than Google.
About the data. SE Ranking analyzed 68,313 keywords across 20 industries and more than 1.3 million AI Mode citations to measure how often Google.com appears as a cited source.
The report. Is Google stealing your clicks in AI Mode? (1.3M+ citations analyzed)

Looking to take the next step in your search marketing career?
Below, you will find the latest SEO, PPC, and digital marketing jobs at brands and agencies. We also include positions from previous weeks that are still open.
(Provided to Search Engine Land by SEOjobs.com)
(Provided to Search Engine Land by PPCjobs.com)
Advertising Media Manager, Vetoquinol USA (Remote)
Programmatic Advertising Manager, We Are Stellar (Remote)
Marketing Manager, Backstage (Remote)
Demand Generation Manager, Shoplift (Remote)
Search Engine Optimization Manager, Confidential (Hybrid, Miami-Fort Lauderdale Area)
Meta Ads Manager, Cardone Ventures (Scottsdale, AZ)
Senior Manager of Marketing (Paid, SEO, Affiliate), What Goes Around Comes Around (Jersey City, NJ)
Paid Search Marketing Manager, LawnStarter (Remote)
Senior Manager, SEO, Turo (Hybrid, San Francisco, CA)
Search Engine Op imization Manager, NoGood (Remote)
Note: We update this post weekly. So make sure to bookmark this page and check back.

OpenAI is backing away from putting checkout directly inside ChatGPT. Instead, purchases will shift to retailer apps that connect to ChatGPT, The Information reported.
Why we care. ChatGPT aims to be more than a discovery engine. Right now, though, product discovery inside ChatGPT is gaining traction faster than purchases. That suggests AI-powered shopping is only influencing the consideration stage (at least for now), not driving conversions.
What happened. OpenAI had planned to let shoppers buy products directly from listings in ChatGPT search results. Instead, an OpenAI spokesperson said that Instant Checkout is moving to Apps, where purchases happen inside connected services rather than natively in ChatGPT.
What changed: OpenAI found that users research products in ChatGPT but don’t complete purchases there. Only a small number of merchants were actively using native ChatGPT checkout, according to the report.
Meanwhile. Shopify president Harley Finkelstein said this week that only about a dozen Shopify merchants were using AI tools, despite Shopify supporting integrations with ChatGPT, Gemini, and Copilot. That’s tiny relative to Shopify’s overall merchant base.
What to watch. Can OpenAI make ChatGPT more valuable as a shopping discovery engine without owning the final transaction? Also, how does OpenAI’s commerce strategy intersect with its advertising ambitions? If transactions stay outside ChatGPT, monetizing product discovery through ads could become even more important.
Why this is happening. Two forces are slowing agentic commerce, according to Leigh McKenzie, director of online visibility at Semrush: infrastructure and trust. Real-time catalog normalization across tens of millions of SKUs is a decade-scale problem Google already solved with Merchant Center, and consumers still default to checkout flows they trust — Apple Pay, Google Wallet, and Amazon one-click.
The report. OpenAI Scales Back Shopping Plans for ChatGPT (subscription required)
TrustThis is an open platform for privacy scoring and AI governance of software applications. It benchmarks vendors with an AI Trust Score based on public evidence, turning complex policies into clear, comparable insights. Follow products and categories, monitor policy changes, and receive incident alerts and updates. The platform applies objective, transparent criteria and uses specialized AI trained for privacy laws like LGPD to keep rankings current and auditable.
SanDisk's 256GB Extreme microSD card drops to an all-time low of $34.28 on Amazon, saving you 24%.
Read full article at https://wccftech.com/sandisk-256gb-extreme-microsd-hits-34-all-time-low-24-off/

Since April 2025, the wider video game industry has been discussing how Nintendo and other hardware makers would respond to the tariffs imposed by the current US government and how those tariffs would affect the price of devices and consumer sales. In all that discussion, the idea that Nintendo, despite its litigious nature, would respond with a lawsuit aimed at the US Government was not what you would call a popular guess. Well, Aftermath's latest report is a reminder to never underestimate Nintendo's willingness to go to court. Nintendo is officially suing the US Government, specifically Scott Bessent, Secretary of […]
Read full article at https://wccftech.com/nintendo-suing-us-government-over-tariffs/

This year's Game Developers Conference (GDC) kicks off next Monday, and a controversy has already emerged following today's LinkedIn outburst by industry veteran Greg Costikyan. First things first, though: context. While not a household name among gamers like Hideo Kojima or Todd Howard, Costikyan is a renowned game designer whose career spans tabletop roleplaying games, board games, wargames, video games (he worked from 2019 to 2023 on Stars Reach, the upcoming sci-fi sandbox MMO by Playable Worlds, as Game Design Lead), and more. He also wrote four novels. A friend of Warren Spector (Ultima, System Shock, Deus Ex, Thief, Epic […]
Read full article at https://wccftech.com/greg-costikyan-gdc-2026-festival-of-gaming-criticism/

Intel's packaging services are being considered a viable alternative to TSMC's CoWoS, as supply constraints are forcing US fabless customers to seek other options. Intel's EMIB Packaging Orders Could Reach 'Billions in Revenue' Moving Into H2 2026; a New Prospect For the Foundry Business Advanced packaging has emerged as a major driver of computing power in modern-day AI architectures, and alongside semiconductors, solutions like CoWoS are seen as vital for firms like NVIDIA and AMD. With the start of the AI frenzy, advanced packaging has been dominated by TSMC, but as demand for CoWoS and derivatives ramps up, a supply […]
Read full article at https://wccftech.com/intel-emib-challenges-tsmcs-cowos-as-america-answer-to-the-ai-packaging-bottleneck/

An overview of SpeciesNet, our open-source AI model that is helping people around the world protect and conserve wildlife. 
Google’s Liz Reid, VP and head of Search, drew a clearer line between Google Search and Gemini but said it’s still unclear whether the products will converge, diverge further, or be superseded.
The big picture. Reid said Search is an information product focused on helping people connect with the web, while Gemini is centered more on assisting with productivity and creation. She added that the boundaries are fluid, especially as AI products evolve quickly and agentic experiences reshape how people use the internet.
What she’s saying. In short, Reid said Search and Gemini share technology but have different product “north stars.” They could overlap more over time, but the eventual long-term direction is still open. Here’s what she said in an interview on Access Podcast:
Gemini vs. Search. Here’s the distinction Reid made:
Agents and the web’s future. Reid also said Google expects a future with more agent-to-agent internet activity, not just humans browsing directly.
Google vs. ChatGPT. Reid pushed back on the idea that AI is a simple winner-take-all battle between Google and ChatGPT.
Trusted sources. Reid also said Google wants to do more to surface sources users trust or pay for.
She pointed to Google’s Preferred Sources feature and broader subscription-aware experiences:
Why we care. Reid’s comments suggest Google hasn’t settled on Search’s long-term role in an AI-first ecosystem. So keep watching closely as AI assistants, agents, and search results evolve.
The interview. What happens to Google when AI answers everything? with Liz Reid

The NAND shortage has caused SSD pricing to spike Forget the DRAM shortage; the NAND shortage has become the newest thing to ruin the affordability of PC building. A shortage of NAND memory has driven up SSD prices, raising the cost of all SSD storage. Today, a Samsung 990 PRO 1TB SSD costs £159.99 in […]
The post Samsung 990 PRO 1TB SSD price spikes amid NAND shortage appeared first on OC3D.
Google's AI Mode self-citations tripled in nine months. SE Ranking data shows that more links now lead to organic search results, not business profiles.
The post Google AI Mode Cites Itself More Often, With More Organic Links appeared first on Search Engine Journal.
Despite putting forth what is largely an iterative update with the new Galaxy S26 series, Samsung appears to be raking in higher sales relative to the last year's Galaxy S25 series, at least as per initial impressions. Should this trend continue, however, it risks rewarding complacency, one that might feasibly result in progressively less competitive offerings from Samsung further down the line. Samsung Galaxy S26 series has recorded a pre-order volume of 1.35 million units in South Korea so far Samsung has now revealed that its initial pre-order volume for the new Galaxy S26 series stands at 1.35 million units […]
Read full article at https://wccftech.com/the-galaxy-s26-series-sales-are-pulling-ahead-of-the-s25-lineups-incentivizing-samsungs-laziness/

PC players are still reeling from Bloomberg's report earlier this week that Sony will be pulling back on its strategy of putting its first-party PlayStation titles on PC. Ghost of Yotei and Saros are the first two that seemingly won't be making the jump, and it doesn't seem like any PlayStation Studios titles (at least the single-player ones) will get PC ports in the future. The key element as to why Sony is backing off from putting its single-player games on PC fell on claims that it simply wasn't worth it. Despite the first batch of PlayStation titles selling well […]
Read full article at https://wccftech.com/report-suggests-sony-playstation-lost-out-on-pc-sales-due-to-no-same-day-pc-ps5-launches/

Apple’s M5 Max delivered some decent performance gains over the M4 Max in Geekbench 6’s single-core and multi-core results, with the most impressive feat for the 18-core CPU configuration being that it beat the top-end M3 Ultra in both tests. Now, it is time to look at the technology giant’s ‘middle of the pack’ SoC, the M5 Pro, and according to the latest single-threaded and multi-threaded benchmarks, it nearly matches its powerful brother while trading blows with Apple’s current-generation workstation-class SoC. In short, the company has made an M4 Pro on steroids. Thanks to Apple’s new Fusion Architecture, the M5 Pro packs as […]
Read full article at https://wccftech.com/m5-pro-is-new-price-to-performance-soc-new-benchmark-comparison-impresses/

This is probably the oddest way for what appears to be a fairly major leak to appear. RoboCop: Rogue City developer Teyon seems to have accidentally leaked its next project, or an early build of a project that never got off the ground, or an early build of its next project. That's all unclear, but what's happened is that someone at Teyon accidentally swapped RoboCop: Rogue City out with an entirely different game when updating it on Steam, revealing what could potentially be a new 3D Hunter: The Reckoning game. First noted by X (formerly Twitter) user Silent, an update […]
Read full article at https://wccftech.com/robocop-rogue-city-briefly-replaced-with-hunter-the-reckoning-game-steam/


Google is reaching out directly to advertisers via email, requiring them to confirm whether their campaigns contain EU political ads — with a hard deadline of March 31st.
Why we care. This isn’t optional. EU regulation now requires Google to verify political ad status across all active campaigns, and advertisers who don’t act before the deadline could face compliance issues.
What’s happening. Google is asking every advertiser to declare whether their existing campaigns include EU political ads. The requirement applies to all current campaigns and must be completed by March 31, 2026.

How to comply: Google has outlined three ways to submit the confirmation:
Between the lines. The account-level option is the most efficient route for most advertisers who are confident none of their campaigns fall under the EU political ads definition. Google has made it straightforward to reverse or adjust the selection at any point, so there’s no risk in acting early.
The bottom line. Check your inbox — Google is contacting advertisers directly. If you run campaigns targeting EU audiences, log in and complete the confirmation before March 31st to stay compliant.
First seen. This update was spotted by Paid Search expert, Arpan Banerjee, who shared the details of the comms on Linkedin.

Until a few years ago, schema helped search engines extract basic facts and display visual enhancements like star ratings and sitelinks.
However, in the AI-driven search world, schema plays a different and fundamental role for local SEO, helping Google and other AI systems understand who you are, what you do, where you operate, and how confidently your information can be reused.
Improving rankings isn’t as relevant. Now, schema helps reduce confusion for Google and reinforces your business as a stable, trustworthy local entity across traditional search, local packs, AI Overviews, rich results, and external AI platforms.
Let’s dig into how schema helps local SEO in the AI search world.
Google triangulates across multiple data points to understand a business and pull information into a search result:
When these signals align, Google’s confidence in your information increases. When they contradict each other, your correct information might not be pulled into search.
When structured data contradicts on-page content, Google Business Profile data, citations, or reviews, Google doesn’t attempt to reconcile the difference — it discounts the markup and often ignores the information altogether.
For example, consider a law firm that marks up:
Each of these creates friction, leading to mixed signals for AI systems and search engines. One conflict may be ignored, but multiple conflicts can compound and result in lost search visibility for the whole site.
False positives occur when schema asserts something that isn’t fully supported by other signals.
Common examples include:
Person schema to non-professionals.Product schema for services.False positives are particularly damaging in AI-driven systems. AI models are conservative when confidence is low — if information appears inconsistent or exaggerated, it’s less likely to be reused or cited.
When review markup contradicts visible content, Google doesn’t “average” the signals, it ignores the schema altogether.
If you markup “5 stars” but your Google Business Profile shows “4.2 stars,” or if you mark up reviews that aren’t visible on the page, the signal gets confused.
Note: Google strictly prohibits marking up third-party reviews, such as those from Yelp, Google Maps, or Avvo, as your own Review schema. You can only markup reviews that are first-party, or collected directly by your site, and clearly visible to the user. For details, refer to Google’s specific guidelines on Self-Serving Reviews.
Google is the most prominent platform, but AI is also integrated into assistants, such as Siri or Alexa, retrieval-based platforms, such as ChatGPT search, and much more.
To pull information, they need to determine if:
While external AI platforms do not necessarily parse schema the same way Google does, structured data contributes to clearer entity representation across the web.
Importantly, these other systems tend to be less forgiving than Google when data is inconsistent. But if confidence in the entity is low, the business will be excluded from search.
Dig deeper: The local SEO gatekeeper: How Google defines your entity
To understand why schema matters more now than it did five years ago, it’s important to understand how fragmented search has become.
Local businesses no longer only surface in a single list of 10 blue links (the SERP). They appear across multiple interfaces, often simultaneously:
Schema doesn’t guarantee visibility on any platform — it helps AI systems decide if your business information is reliable enough to reuse.
For example, when Google generates an AI Overview, it synthesizes information from multiple sources. Schema helps ensure Google understands exactly who you are and how your business information connects to your services, locations, and employees, so that your target audience can find you.
Site performance is still often measured using metrics like keyword rankings, organic traffic, and conversions. These metrics aren’t wrong, but they are incomplete.
Local businesses now need to think about:
If a local service business appears more frequently in AI-generated answers for informational and service-related queries, their brand visibility will improve, but they may see organic clicks stagnate or decline.
But there’s no need for panic.
In reality, what is happening is a shift in how demand is being fulfilled. In these scenarios, schema doesn’t create visibility. What it does is help ensure the business is represented accurately when it’s surfaced.
Dig deeper: GEO x local SEO: What it means for the future of discovery
For local service-based businesses, a limited set of schema types is all you need to give your business visibility. Implementing too many types can lead to a bloated, templated markup that introduces contradictions.
Let’s look at an example law firm and how they might implement different types of schema.
Subtypes help Google and AI systems categorize businesses correctly and align them with the right expectations. A personal injury firm, a corporate law practice, and a family law mediator should not all be described the same way.
Effective LegalService schema should clearly answer four questions:
This markup aligns directly with what users see on the page, what exists in Google Business Profiles, and what appears in legal directories like Avvo or Martindale-Hubbell.
Example: LegalService markup
{
"@context": "https://schema.org",
"@type": "LegalService",
"@id": "https://www.example-law.com/locations/dallas/#location",
"name": "Example Law Group Dallas",
"url": "https://www.example-law.com/dallas/",
"telephone": "+1-214-555-0100",
"priceRange": "$$$",
"address": {
"@type": "PostalAddress",
"streetAddress": "100 Main St, Suite 400",
"addressLocality": "Dallas",
"addressRegion": "TX",
"postalCode": "75201",
"addressCountry": "US"
},
"geo": {
"@type": "GeoCoordinates",
"latitude": 32.7767,
"longitude": -96.7970
},
"openingHoursSpecification": [{
"@type": "OpeningHoursSpecification",
"dayOfWeek": ["Monday","Tuesday","Wednesday","Thursday","Friday"],
"opens": "08:30",
"closes": "17:30"
}],
"sameAs": [
"https://www.facebook.com/examplelawdallas",
"https://www.linkedin.com/company/example-law-group",
"https://www.avvo.com/attorneys/example-profile"
]
}
You can view the full list of specific subtypes in the Schema.org LegalService definition.
Organization schema defines the parent entity behind locations, practitioners, and services. LocalBusiness (or LegalService) defines the physical location. This distinction becomes critical as companies scale, rebrand, or operate across multiple markets.
Without a clear Organization layer, Google may treat each location as a standalone entity. That can lead to fragmented knowledge panels, inconsistent brand attribution, and inaccurate AI citations.
Example: Graph-based hierarchy
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "Organization",
"@id": "https://www.example-law.com/#org",
"name": "Example Law Group",
"url": "https://www.example-law.com/",
"logo": "https://www.example-law.com/logo.png",
"knowsAbout": ["Personal Injury Law", "Medical Malpractice"]
},
{
"@type": "LegalService",
"@id": "https://www.example-law.com/locations/dallas/#location",
"name": "Example Law Group Dallas",
"parentOrganization": { "@id": "https://www.example-law.com/#org" },
"address": {
"@type": "PostalAddress",
"streetAddress": "100 Main St, Suite 400",
"addressLocality": "Dallas",
"addressRegion": "TX",
"postalCode": "75201",
"addressCountry": "US"
}
}
]
}
Dig deeper: Schema and AI Overviews: Does structured data improve visibility?
For legal and professional service businesses, Person schema reinforces expertise and real-world credibility (E-E-A-T). Used incorrectly, it creates false authority signals that Google will ignore.
Person schema should only be applied when:
This helps Google and AI systems associate legal expertise with the firm rather than just its content. It also reduces the risk of misattribution when AI systems summarize legal advice.
Example: Attorney bio markup
{
"@context": "https://schema.org",
"@type": "Person",
"@id": "https://www.example-law.com/attorneys/jane-doe/#person",
"name": "Jane Doe, Esq.",
"jobTitle": "Senior Partner",
"worksFor": { "@id": "https://www.example-law.com/#org" },
"affiliation": { "@id": "https://www.example-law.com/locations/dallas/#location" },
"alumniOf": "Harvard Law School",
"knowsAbout": ["Tort Law", "Civil Litigation"],
"sameAs": [
"https://www.linkedin.com/in/janedoe-law",
"https://www.statebar.tx.us/member/janedoe"
]
}
For law firms, consultants, and agencies, Service schema, particularly the OfferCatalog structure, is more appropriate and accurate than Product.
Using OfferCatalog allows you to create a “menu” of services that AI systems can parse to understand the breadth of your expertise. This helps AI systems understand what the business actually offers without overreaching.
Example: OfferCatalog for legal services
{
"@context": "https://schema.org",
"@type": "LegalService",
"@id": "https://www.example-law.com/locations/dallas/#location",
"hasOfferCatalog": {
"@type": "OfferCatalog",
"name": "Legal Services",
"itemListElement": [
{
"@type": "Offer",
"itemOffered": {
"@type": "Service",
"name": "Personal Injury Consultation",
"description": "Free case evaluation for auto accidents and workplace injuries."
}
},
{
"@type": "Offer",
"itemOffered": {
"@type": "Service",
"name": "Medical Malpractice Litigation",
"description": "Representation for victims of surgical errors and misdiagnosis."
}
}
]
}
}
Originally, FAQPage schema helped search engines understand common questions and answers on a page. In an AI-driven search environment, well-written FAQs help define what a business does, what it doesn’t do, and what a user should expect. It helps AI systems as they look for boundaries, clarification, and intent resolution.
Example: AI-aligned FAQ schema
{
"@context": "https://schema.org",
"@type": "FAQPage",
"mainEntity": [
{
"@type": "Question",
"name": "Do I have to pay a retainer for a personal injury case?",
"acceptedAnswer": {
"@type": "Answer",
"text": "No. We operate on a contingency fee basis, meaning you only pay legal fees if we win a settlement or verdict for you."
}
}
]
}
In AI Overviews, these answers may be paraphrased or summarized, but schema helps ensure the underlying meaning remains intact.
Schema is often implemented during a site launch or redesign, only to be ignored afterward.
But businesses change constantly. Hours shift, locations open or close, staff turnover occurs, and services evolve. When schema isn’t updated to reflect these changes, inconsistencies are introduced that can erode information signals over time.
A sustainable schema strategy involves two steps:
@id references, and deprecated properties.Dig deeper: Local SEO sprints: A 90-day plan for service businesses in 2026
Structured data now acts as a trust signal, helping search engines and AI systems determine whether business information is accurate, consistent, and reliable enough to reuse at scale.
Schema that reinforces your correct information supports visibility across traditional search, local results, and AI-driven experiences. Inaccurate or outdated schema can hurt your company’s visibility.
Nvidia thinks scarcity is good for them, even if it’s bad for everyone else This week, Nvidia CEO Jensen Huang was at the Morgan Stanley Technology, Media and Telecom Conference, and he has something to say about the global memory shortage. Companies and consumers across the globe are finding it hard to acquire memory. DRAM […]
The post Nvidia CEO thinks the fact “everything is scarce” is “fantastic” for them appeared first on OC3D.