KatvTech.com

We test what works, track what changes, and decode what AI search rewards

KatvTech is an independent SEO resource built on real testing, not guesswork. We cover technical SEO and experimentation, algorithm updates and recovery, and AI search optimization — grounded in what we’ve actually seen work on live websites. No sponsored opinions. No affiliate-driven recommendations. Just what works.

Who we are

KatvTech exists because most SEO advice is based on opinion, not evidence. We test tactics on real websites, track what Google’s algorithm actually rewards and punishes, and study what gets content cited by AI systems.

We cover three areas: technical SEO and experimentation, covering schema markup, internal linking structure, page speed, indexing behavior, and split testing methodology; updates and recovery, covering core updates, manual actions, algorithmic penalties, and the ranking systems behind them like Navboost and E-E-A-T; and AI search optimization, covering AI Overviews, ChatGPT, Perplexity, and what actually earns a citation instead of a click. These three areas build on each other: technical fixes create the foundation a site needs to be trusted, algorithm changes reshape what that foundation has to account for, and AI search adds a newer layer that still depends on the same underlying trust signals.

Whether you’re building your first niche website or managing a content portfolio, we give you tested guidance, not guesswork to act on. Our AEO lead alone has tracked over 500 AI citation events across multiple niches, and we publish 2 to 3 new experiments and analyses every month.

SEO Expired Content: What to Do With Stale Pages

SEO Expired Content: Why It’s a Real Ranking Problem A page about a product you no longer sell, a seasonal promotion from three years ago, a guide referencing software that has since been rebuilt from scratch, every site accumulates content that has technically…

AI Overviews Optimization: What Actually Earns Citations

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…

How to Track Brand Mentions in ChatGPT Reliably

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…

LLM Rank Tracking Tools: What’s Actually Available Now

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…

GPTBot: What It Is and How to Control Its Access

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…

How to Appear in ChatGPT Answers: A Practical Guide

Getting a page in front of ChatGPT is only step one, and this guide covers how to appear in ChatGPT answers from the crawler layer all the way through content structure. Getting it actually cited by name is a different, more specific challenge, and most guidance on…

ChatGPT SEO: How to Get Cited Instead of Ignored

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…

Conversational Search Optimization: The Basics

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…

Knowledge Graph Optimization: Building Entity Trust

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 SEO: How Its Citation System Actually Works

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…

LLM SEO: How to Get Cited by ChatGPT and Perplexity

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…

How to Know Which Update Hit Your Site, Reliably

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….

Why Did My Traffic Drop After Core Update? A Checklist

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…

Google API Leak Findings Summary: What Actually Leaked

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…

Site Reputation Abuse: Google’s Parasite SEO Crackdown

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: Google’s Official Policy Explained

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…

Algorithm Update Recovery: A Realistic Timeline and Plan

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…

Manual Action: What It Is and How to Actually Recover

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…

Algorithmic Penalty: How It Differs From a Manual

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…

Navboost: Google’s Click-Based Re-Ranking System Explained

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”…

Search Quality Rater: What They Do and Why It Matters

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…

SEO Title Length: What Actually Gets Truncated and Why

Every SEO checklist repeats the same rule: keep your title under 60 characters. Fewer explain why, and almost none test whether the number itself matters as much as the advice implies. SEO title length is one of those rare topics where the folklore and the mechanism…

An Ecommerce SEO Case Study: What We Tested and Found

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…

CRO and SEO: When Optimizing for One Hurts the Other

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…

Content Pruning: When to Cut and How to Test It Right

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…

Edge SEO: What It Is and When It Actually Helps

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,…

SEO Test Ideas and Cases Worth Running on Your Site

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…

How to Run SEO Experiments Without Wasting Months

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…

CTR Manipulation: What It Is and What the Evidence Shows

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: How to Design a Test That Holds Up

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…

SEO Experiments: How We Test What Actually Works

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….

Does Requesting Indexing in Google Search Console Speed Up Rankings?

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…

Does llms.txt Actually Work? What the Data Says in 2026

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 Strategy for SEO: How to Build Topical Authority From Within Your Site

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 for SEO and AEO: The Complete Implementation Guide for 2026

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…

XML Sitemaps and Robots.txt: The Crawlability Basics Every New Site Gets Wrong

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: What It Is and How to Appear in PAA Results

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…

Google’s E-E-A-T Framework: How to Build Trust Signals on a New Website in 2026

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 Speed Optimisation for SEO: The Technical Setup That Affects Rankings in 2026

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…

How Google AI Overviews Work: What Gets Selected and Why

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…

Google March 2026 Core Update: What Actually Changed and Who It Hit

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….

What is AEO and How Does It Differ From SEO in 2026?

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…

our mission

KatvTech covers the full ecosystem of search visibility, from Google ranking to AI-generated answers, with particular depth in technical SEO, algorithm updates, and AI search optimization.

katvtech.com

Technical SEO & Experimentation

We cover technical SEO and experimentation: schema markup, internal linking, page speed, indexing, and split testing methodology. Where we’ve run a controlled test, we measure impact on Google Search Console impressions, clicks, and position, and state the test’s limitations clearly. Where we haven’t, we still bring the same evidence first approach to implementation.

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Updates & Recovery

We track what Google’s core updates, spam updates, and penalties actually do, cross-referencing official guidance against observed outcomes rather than SEO community assumptions. That covers both the pattern analysis behind confirmed updates and the practical side: what ranking systems like Navboost and E-E-A-T are doing behind the scenes, and how to actually recover once you’ve been hit.

 

SEO process illustration

AI Search Optimization

Answer Engine Optimization is the emerging discipline of structuring content to be cited by AI systems: Google’s AI Overviews, ChatGPT, Perplexity, and others. We test specific structural and technical factors that influence whether a page gets cited, and we cover the practical side too, platform by platform, from what earns a citation in ChatGPT to how Perplexity’s real-time retrieval actually works.

Our work sits at the intersection of content quality, technical implementation, and AI-driven search where the three forces reshaping how content earns visibility in 2026 and beyond.

Posts from our AEO specialist – Sana Morikofte

about us

KatvTech grew out of a shared frustration: we were building websites, reading the same SEO advice as everyone else, and getting the same inconclusive results. Nobody in the industry was testing anything properly, so we started doing it ourselves.

Today the team behind KatvTech covers technical SEO and experimentation, updates and recovery, and AI search optimization, bringing backgrounds in software engineering, web performance analysis, and computational linguistics. We test across multiple domains and niches, including outdoor recreation, personal finance, home improvement, and lifestyle content, which gives us a broader testing environment than most independent researchers have access to.

Sana Morikofte – AEO specialist

Sana joined the KatvTech research team in early 2025, bringing a background in computational linguistics and a particular interest in how AI systems parse and extract information from web content. Before focusing on AEO research, she spent three years analysing content performance patterns across e-commerce and publishing sites. At KatvTech she leads all experiments related to AI Overview citation rates, FAQPage schema impact, and question-based content structuring. She has personally tracked over 500 AI citation events across multiple niches and content types, making her one of the more data-grounded voices in a field that is still largely driven by speculation.

Marcus Veltrino – SEO Research Lead

Marcus heads KatvTech’s ranking experiments programme. With a background in software engineering and over a decade spent analysing search ranking behaviour, he designs the controlled testing frameworks that underpin every experiment on this site. His focus is on isolating single variables and measuring outcomes with the rigour that most SEO research lacks.

David Brauksworth – Technical SEO Analyst

David leads KatvTech’s technical SEO research, with a focus on Core Web Vitals, site architecture, and crawlability. His background in web performance engineering means he approaches ranking factors from the infrastructure level up. He runs all experiments measuring the relationship between technical site health and search visibility outcomes.

Updates & Recovery

AI Search Optimization

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We’d love to hear from you! Reach out with your questions, ideas, collaborations, or feedback.

FAQs

How does KatvTech run its experiments?

We select a single variable to test, set up control and test conditions on live websites, measure outcomes through Google Search Console over a defined period, and publish the raw data alongside our interpretation.

Are your experiments reproducible?

We describe methodology in enough detail to allow replication. Every experiment states its limitations, including sample size, niche, domain age, and time period.

How often do you publish new experiments?

We publish 2–3 new pieces per month with a mix of new experiments, experiment updates, and algorithm analysis.

Do your experiments apply to all niches?

No, single experiment applies universally. We note the niche type and domain characteristics for each test. Results in competitive niches may differ from results in low-competition ones.

Can I suggest an experiment topic?

Of course, your input is helpful! Just use the contact page. We prioritise suggestions that have clear hypotheses and are practically relevant to content site builders.