AI Overviews now appear on a meaningfully large and growing share of Google searches, and getting cited inside one requires a different playbook than climbing the traditional ten blue links. AI overviews optimization is close cousin to classic SEO, sharing much of its…

You cannot improve what you cannot measure, and knowing how to track brand mentions in ChatGPT reliably is genuinely harder than checking a classic ranking position. Here is how to track brand mentions in ChatGPT with the methods currently available, and an honest…

Classic SEO has Search Console and two decades of rank tracking infrastructure behind it. Measuring visibility inside AI-generated answers has none of that maturity yet, which is exactly why the current crop of llm rank tracking tools matters and why none of them…

Every AI SEO strategy assumes a site is actually reachable, and GPTBot is the specific crawler determining whether that assumption holds true for OpenAI’s systems. Understanding what it does, and how to deliberately allow or block it, is a prerequisite most content…

ChatGPT SEO gets treated as a mystery box by a lot of the industry, when in practice its sourcing behavior is more documented than most people realize, just genuinely different from what classic SEO trains you to expect. How ChatGPT Actually Sources Information…

Someone types “best running shoes” into Google. The same person asks an AI assistant “I have flat feet and run about 20 miles a week, what shoes should I actually get, and are they worth the extra cost over a cheaper pair.” Conversational search optimization exists…

Google stopped matching keywords a long time ago. It matches entities, people, places, organizations, concepts, and the relationships between them, and that shift is exactly what knowledge graph optimization is built around: being recognized as a clear, consistent…

Perplexity operates differently from both Google and ChatGPT in a way that changes what optimization actually means for it. Rather than relying primarily on a pre-built index or a licensed search partner, Perplexity performs real-time retrieval against its own index…

Traditional SEO chases a click on one of ten blue links. LLM SEO chases something narrower and, in some ways, harder to win: a named citation inside an AI-generated answer that the reader may never click through to verify. That shift changes what “ranking well” even…

Every unconfirmed dip in the SEO world gets blamed on “an update,” often incorrectly. Knowing how to know which update hit your site, specifically, rather than assuming the most recently discussed one is responsible, is a diagnostic skill worth building deliberately….

The rollout finishes, you check your dashboard, and the graph is pointing the wrong way. Before panicking or making sweeping changes, work through this checklist in order, since “why did my traffic drop after core update” deserves a real diagnosis, not a guess. “Why…

In May 2024, over 2,500 pages of internal Google API documentation, detailing more than 14,000 potential ranking attributes, became public through what appears to have been an accidental exposure rather than a hack or whistleblower disclosure. This google api leak…

For years, a well-known SEO tactic involved buying placement on a large, trusted publication’s coupon or review section, letting that domain’s existing authority carry thin third-party content straight to the top of search results. Site reputation abuse is Google’s…

Scaled content abuse gets misread constantly as “Google penalizes AI content,” and that misreading causes a lot of unnecessary panic and equally unnecessary confidence. Google’s actual policy, introduced in the March 2024 spam update, is more specific than that, and…

Confirm the Timeline Before Doing Anything Before making a single change, verify a core update actually rolled out during your traffic drop by checking Google’s Search Status Dashboard against your own analytics timing. Core updates typically take one to four weeks to…

A manual action is when a member of Google’s Search Quality team, a real person, has personally reviewed a site and applied a penalty for violating Google’s guidelines. Unlike an algorithmic penalty, this is not automatic, and it always comes with a paper trail: a…

Your traffic drops, you check Search Console, and the Manual Actions report says “no issues detected.” That is not good news, it just means you are dealing with an algorithmic penalty instead of a human-reviewed one, and the two require completely different recovery…

For over a decade, Google publicly denied that clicks directly influenced search rankings. Then, during the 2023 US v. Google antitrust trial, Google’s own VP of Search testified under oath that a system called navboost is “one of the most important ranking signals”…

Every few months, someone in an SEO forum claims that a search quality rater personally downgraded their site, and someone else corrects them: raters cannot touch your rankings directly. Both halves of that exchange miss the more useful point. A search quality rater…

Most ecommerce SEO advice comes as a general principle: improve your product descriptions, fix your category structure, add reviews. None of that tells you whether the specific change is worth the engineering time on your specific site. This ecommerce seo case study…

A conversion rate optimization team strips a page down to a single clean call to action. An SEO team wants the same page loaded with supporting content, internal links, and enough depth to rank for a cluster of related queries. Both goals are legitimate. They…

Delete the weak pages and watch the whole site’s rankings improve. It is one of the most repeated pieces of SEO advice out there, and it is also one of the most frequently applied without any actual measurement of whether it worked. Content pruning can be genuinely…

Getting a simple title tag fix through a busy engineering backlog can take longer than the SEO test itself. Edge SEO exists specifically to route around that bottleneck: instead of waiting for a code deployment, changes get applied at the CDN or edge server level,…

The hardest part of experimentation is rarely the methodology, it is deciding what to test first. A good running list of seo test ideas and cases saves you from staring at a blank page every time you have bandwidth to run something new, and it means your next test is…

Deciding to test something is the easy part. Most SEO experiments fail not because the idea was bad, but because the setup was sloppy: too few pages, no real control group, or a measurement window closed the moment the first promising number appeared. If you want a…

Every few months, a new tool shows up promising to boost your rankings by paying real people or bots to click your listing in search results. CTR manipulation is the general name for this category of tactic, and it persists specifically because it has a plausible…

SEO split testing means dividing comparable pages into an untouched control group and a variant group that receives one isolated change, then measuring the gap between the two once it clears a statistical significance threshold. It borrows its logic directly from the…

Open any SEO forum and you will find the same argument running in circles: does keyword density still matter, does publishing frequency move rankings, does adding a year to your title tag actually help. Everyone has an opinion. Almost nobody has run a controlled test….

Most SEO advice on indexing is cargo cult behaviour. Someone observed that requesting indexing seemed to speed things up, published it as a tip, and it became received wisdom. The problem is nobody isolated the variable. Nobody compared requested vs non-requested…

If you have spent any time in SEO communities over the past year, you have seen the llms.txt pitch: add one small file to your website and AI systems like ChatGPT and Google’s AI Overviews will finally understand your content. Some influencer posts go further and…

Internal linking is one of the few SEO levers that is entirely within your control. You do not need to earn it from other websites, negotiate for it, or wait for algorithmic changes to reward it. Every internal link on your site is a deliberate choice — a signal you…

Schema markup is one of the most underused tools in both SEO and AEO strategies. Despite being around since 2011 and supported by every major search engine, the majority of websites still do not implement it correctly — or at all. In 2026, that gap has become a…

Two files sit quietly at the root of almost every website and have an outsized influence on how quickly Google discovers, crawls, and indexes a site’s content. The XML sitemap tells Google what pages exist and where to find them. The robots.txt file tells Google which…

People Also Ask boxes have been part of Google’s search results since 2015, which makes them old by search feature standards. What has changed is their relevance. A feature that was once treated as a minor SEO bonus is now directly connected to the AEO research being…

For most of its existence, Google’s E-E-A-T framework was treated as a concern for health and finance sites. If you were writing about medical symptoms or investment advice, you needed credentials, named authors, and verifiable expertise. If you were writing about…

WordPress powers approximately 43 percent of all websites on the internet. It is also responsible for a disproportionate share of slow-loading, poorly performing content sites that fail Core Web Vitals assessments and lose ranking to faster competitors with comparable…

Google AI Overviews did not arrive quietly. When Google began rolling them out broadly in May 2024, the SEO community’s immediate concern was traffic loss. If Google answers the question on the results page, why would anyone click through to the source? That concern…

When Google confirmed the March 2026 core update on March 4th, the initial reaction across the SEO community was the usual mix of panic, speculation, and contradictory advice. Tracking tools registered volatility levels higher than any previously recorded update….

We have spent years trying to understand how Google ranks websites and find ways to bring content to the top of the search results. Then the rules changed. The updates of 2025 and 2026 shifted the goalposts significantly enough that much of what we had learned needed…

KatvTech runs controlled experiments on Google ranking factors. Here’s the exact methodology we use. Check out how we set up tests, control for variables, measure outcomes, and publish results.