Understanding GEO: Optimizing visibility in AI search engines

ChatGPT Ads or GEO: should you pay to be visible in ChatGPT in 2026? GEO

ChatGPT Ads or GEO: should you pay to be visible in ChatGPT in 2026?

Key takeaways ChatGPT Ads buys a slot below the answer, never the recommendation: an ad does not correct an answer that cites your competitor. Ads only reach Free and Go users and never appear next to personal health, mental health or political conversations: for these audiences and sectors, GEO remains…

Florian Zorgnotti8 October 2026

Why do two AI visibility tools never give the same score? GEO

Why do two AI visibility tools never give the same score?

Key takeaways An AI visibility score is not a temperature reading, it is a proprietary formula applied to a sample of questions the vendor chose. Change tools and you change formula and sample. The number moves, your visibility does not. You test two tools in parallel on the same brand,…

Florian Zorgnotti5 October 2026

Ahrefs Brand Radar vs Cockpyt AI: which tool should you use to track AI visibility? GEO

Ahrefs Brand Radar vs Cockpyt AI: which tool should you use to track AI visibility?

Key takeways If you want to measure your prompts at the best price, Ahrefs is ahead, on frequency and on cost. If you want to be told what to fix, in what order, with a document to hand over, that is where Cockpyt AI stands apart. I co-founded Cockpyt AI.…

Florian Zorgnotti1 October 2026

How to choose AI tracking prompts with Search Console? GEO

How to choose AI tracking prompts with Search Console?

Key takeaways Your Search Console queries reveal intents, not prompts: every query you keep must become a real question with a context, a constraint and a request for a recommendation. Three regex filters (question words, six words or more, recommendation) plus the native Non-branded filter isolate the useful queries, as…

Florian Zorgnotti28 September 2026

Semrush AI Toolkit vs Cockpyt AI: do you need a dedicated tool when you already pay for Semrush? GEO

Semrush AI Toolkit vs Cockpyt AI: do you need a dedicated tool when you already pay for Semrush?

Key takeaways If you already pay for Semrush and track a single domain, adding the AI Visibility Toolkit at $99 a month is a rational choice: your SEO and AI data stay in one place. The AI visibility score Semrush displays is not based on your prompts. It comes from…

Florian Zorgnotti24 September 2026

HubSpot AEO Grader or Meteoria: which AI visibility tool should you choose? GEO

HubSpot AEO Grader or Meteoria: which AI visibility tool should you choose?

Key takeaways These two tools sit at opposite ends of the market: 0 EUR for a single snapshot against 75 EUR excl. VAT a month for repeated daily measurement. The Grader does not ask for your URL and tracks nothing over time. Meteoria queries each prompt daily with 15 to…

Florian Zorgnotti21 September 2026

Otterly.ai vs Cockpyt AI: which AI visibility tracking tool should you choose? GEO

Otterly.ai vs Cockpyt AI: which AI visibility tracking tool should you choose?

Key takeaways Gemini is not included with Otterly. The four base engines are ChatGPT, AI Overviews, Perplexity and Copilot; Gemini, AI Mode and Claude are paid add-ons on all three plans. Otterly has the lowest entry ticket on the market at $29, and the steepest step up: going from 15…

Florian Zorgnotti17 September 2026

AI crawlers: have French websites chosen to be visible in ChatGPT? GEO

AI crawlers: have French websites chosen to be visible in ChatGPT?

Key Takeaways :  276 sites out of 7,047 name OAI-SearchBot in their robots.txt, the crawler that feeds ChatGPT's answers. 96% have never taken a position, neither to allow it nor to block it. 79.6% of French robots.txt files name no AI agent at all. The subject does not exist in…

Florian Zorgnotti15 September 2026

HubSpot AEO Grader or Cockpyt AI: which one should you use for AI visibility? GEO

HubSpot AEO Grader or Cockpyt AI: which one should you use for AI visibility?

Key takeaways These two tools do not replace each other: the Grader is a free one-off diagnostic, Cockpyt AI is paid weekly tracking. They ask for different inputs. The Grader starts from your brand name, Cockpyt AI starts from your questions and your website. Your two scores can diverge completely:…

Florian Zorgnotti10 September 2026

What are the alternatives to HubSpot AEO Grader for auditing AI visibility? GEO

What are the alternatives to HubSpot AEO Grader for auditing AI visibility?

Key takeaways The AI Search Grader score is 40 % sentiment. It is not a visibility score, it is largely a perception score. The tool never asks for your website URL. It therefore cannot tell you anything about your pages, your technical setup or your content. It queries GPT-5.2, Perplexity…

Florian Zorgnotti7 September 2026

Shopify Agentic Storefronts: how do you read your data when your store is based in France? GEO

Shopify Agentic Storefronts: how do you read your data when your store is based in France?

€529.82 in revenue attributed to ChatGPT, on a French store that does not target the United States. That is the figure I found when I opened the Agentic channel of a Shopify site I track for GEO. My first reaction was suspicion. Shopify Agentic Storefronts connects your catalogue to AI…

Florian Zorgnotti3 September 2026

HubSpot AEO vs Cockpyt AI: which AI visibility tool should you choose in 2026? GEO

HubSpot AEO vs Cockpyt AI: which AI visibility tool should you choose in 2026?

Key takeaways Both tools track exactly the same engines: ChatGPT, Gemini and Perplexity. Coverage settles nothing here. HubSpot bills one instance per brand at 49 EUR excl. VAT. Three brands cost 147 EUR a month, against 79 EUR at Cockpyt AI for three projects. HubSpot AEO has been in beta…

Florian Zorgnotti31 August 2026

Do you need a tool to check whether ChatGPT talks about your brand? GEO

Do you need a tool to check whether ChatGPT talks about your brand?

Key takeaways A single manual check proves nothing: the odds of getting the same brand list twice from ChatGPT are below 1 in 100. A serious manual protocol takes around 1 hour 30 per round for 10 questions across 3 AI engines, which is 18 hours a year at a…

Florian Zorgnotti27 August 2026

Hikoo vs Otterly: which AI visibility tool should you pick in 2026? GEO

Hikoo vs Otterly: which AI visibility tool should you pick in 2026?

Key takeaways Otterly Lite costs $29 per month for 15 prompts and 4 engines, including Google AI Overviews. Hikoo Lite costs €69 for 30 prompts and 2 engines, including Gemini. At Otterly, Gemini, AI Mode and Claude are billed separately at every tier. The Claude add-on on Premium comes to…

Florian Zorgnotti24 August 2026

Hikoo or Qwairy: the 2026 numbers compared GEO

Hikoo or Qwairy: the 2026 numbers compared

Key takeaways Qwairy Starter costs €79 per month (€65 annual) for 10 engines and 100 prompts. Hikoo Lite costs €69 (€55 annual) for 2 engines and 30 prompts: €10 apart, three times the scope. Both advertise daily updates. At full load, their monthly quota allows 25 complete passes on Hikoo…

Florian Zorgnotti20 August 2026

How do you get cited by Microsoft Copilot in 2026? GEO

How do you get cited by Microsoft Copilot in 2026?

Key takeaways : getting cited by Microsoft Copilot rests on one technical condition, being indexed in Bing, and one clear-eyed trade-off, since that engine holds just 3.72% of French AI traffic while ChatGPT, Perplexity and Gemini together hold 92.32%. Microsoft Copilot accounts for 3.72% of AI traffic in France in…

Florian Zorgnotti17 August 2026

Who are the best GEO consultants in France in 2026, and how do you vet them? GEO

Who are the best GEO consultants in France in 2026, and how do you vet them?

You are looking for the best GEO consultant in France. You run the search. You land on eight rankings that name eight different winners. My name is Florian Zorgnotti. I have worked as an SEO consultant since 2016 and I co-founded Cockpyt AI. I am one of the profiles these…

Florian Zorgnotti14 August 2026

What are the best Hikoo alternatives in 2026? GEO

What are the best Hikoo alternatives in 2026?

Key takeaways Hikoo offers a free plan, a 7-day trial with no credit card and a paid entry tier at €69 per month: half the comparison pages that brought you here quote $389 per month and no trial. Three engines carry 93.6% of global AI referral traffic according to SE…

Florian Zorgnotti12 August 2026

How do you choose an AI visibility tracking tool in 2026? The 10-criteria grid GEO

How do you choose an AI visibility tracking tool in 2026? The 10-criteria grid

An AI visibility tracking tool is judged on 10 criteria, six of which measure the reliability of the data produced rather than the features advertised. The single most discriminating criterion is model access mode: a measurement taken through an API with no web search enabled does not describe what your…

Florian Zorgnotti7 August 2026

AI SEO: How Do You Appear in AI Answers in 2026? GEO

AI SEO: How Do You Appear in AI Answers in 2026?

Key takeaways AI SEO makes your brand visible inside ChatGPT, Gemini, Perplexity and Mistral answers, where classic SEO targeted a results page. ChatGPT triggers web search on only 34.5% of queries (Semrush, April 2026): the remaining two thirds draw on training data your recent content does not change. Google receives…

Florian Zorgnotti5 August 2026

How Much Does a GEO Strategy Cost in 2026? GEO

How Much Does a GEO Strategy Cost in 2026?

A GEO strategy costs between 950 and 5,000 euros excl. VAT per month for agency support, with an initial audit at 1,500 to 5,000 euros. Across 63 real budgets analysed by La Fabrique du Net, the median engagement comes to 5,000 euros in total, not per month. That price spread…

Florian Zorgnotti30 July 2026

AI Overviews and Ecommerce: What Changes for Your Product Pages? GEO

AI Overviews and Ecommerce: What Changes for Your Product Pages?

Your product pages are no longer read by Google Search alone. They now feed AI-generated recommendations, and the main channel isn't your site: it's your Merchant Center feed. The shift is measurable. In November 2024, AI Overviews appeared on 2.1% of transactional queries. By early 2026, an analysis of 20.9…

Florian Zorgnotti29 July 2026

How Do You Measure Your Presence in Google AI Mode in 2026? GEO

How Do You Measure Your Presence in Google AI Mode in 2026?

Key takeaways: Three sources complement each other: Search Console for exposure, a tracking tool for what the answer says, Google Analytics 4 for what happens after the click. None is sufficient alone. The Search Console "Generative AI features" report, launched on 3 June 2026, shows impressions only. No clicks, no…

Florian Zorgnotti26 July 2026

How Do You Measure Your Presence in AI Overviews? GEO

How Do You Measure Your Presence in AI Overviews?

Measuring your presence in AI Overviews rests on two instruments that chatbot tracking doesn't use: Google Search Console for the indirect signal, and repeated manual checks for the direct signal. AI Overviews live in the SERP, not in a chat window, and that changes the whole method. One trap dominates…

Florian Zorgnotti24 July 2026

How Do You Appear in Google AI Mode in 2026? GEO

How Do You Appear in Google AI Mode in 2026?

Key takeaways  Google AI Mode launched in France on 22 July 2026, after two years of deadlock over neighbouring rights. Targeting a position in AI Mode makes no sense: running the same keyword three times on the same day returns only 9.2% identical URLs (SE Ranking, 10,000 keywords, June 2025).…

Florian Zorgnotti23 July 2026

What Is the Difference Between AI Mode and AI Overviews? GEO

What Is the Difference Between AI Mode and AI Overviews?

An AI Overview is a panel that appears on its own above Google's results. AI Mode is a conversational tab the user deliberately opens. Both run on Gemini, and both went live in France on 22 July 2026. That isn't the real difference. The real difference is in the sources:…

Florian Zorgnotti23 July 2026

How Do You Appear in Google AI Overviews in 2026? GEO

How Do You Appear in Google AI Overviews in 2026?

Google switched on AI Overviews in France on Wednesday 22 July 2026 at 7am. After two years of regulatory deadlock, the Gemini-generated panel now sits above the blue links on google.fr, across mobile and desktop. To appear in Google AI Overviews, one thing matters: publishing an extractable passage that fully…

Florian Zorgnotti22 July 2026

What Is an AI Overview Checker and How Do You Actually Use It in 2026? GEO

What Is an AI Overview Checker and How Do You Actually Use It in 2026?

An AI Overview checker tells you one simple thing: when someone types a keyword, does Google display an AI answer, and is your site cited in it? That's the core of it. The rest is detail that free tools forget to explain. In December 2025, Ahrefs analysed 300,000 keywords. The…

Florian Zorgnotti22 July 2026

Microsoft Clarity and AI Visibility: Is the First Free GEO Tool Worth It? GEO

Microsoft Clarity and AI Visibility: Is the First Free GEO Tool Worth It?

Key takeaways Microsoft Clarity offers the first free public GEO tool, with three metrics: citations, Share of Authority, and AI referral traffic. Its unique strength is first-party data, based on real citation events, not scraped synthetic prompts. Its main limit is being retrospective: it shows who already cites you, but…

Florian Zorgnotti22 July 2026

How to Serve Markdown to AI Agents (and Should You Really Do It) ? GEO

How to Serve Markdown to AI Agents (and Should You Really Do It) ?

  TL;DR: Markdown strips your pages of nearly 80% of tokens that are useless to an LLM (menus, scripts, CSS). Three paths exist: a Cloudflare toggle, a native WordPress plugin, or a custom Worker. Only 3 of the 7 major AI agents actually request Markdown today. It's an early-mover signal,…

Florian Zorgnotti20 July 2026

What Are the Best Alternatives to Cockpyt AI in 2026? GEO

What Are the Best Alternatives to Cockpyt AI in 2026?

Key takeaways Cockpyt AI targets French-speaking small structures with a ChatGPT focus, a flat €29/month price, and a GA4 connection linking AI visibility to real traffic. The best alternatives depend on your need: Botrank for technical audit, Qwairy for rich actionability, Peec AI for multilingual, Profound for enterprise. The real…

Florian Zorgnotti18 July 2026

What Are the Best GEO Tools in 2026 and How to Choose the Right One? GEO

What Are the Best GEO Tools in 2026 and How to Choose the Right One?

Key takeaways A good GEO tool is chosen on six criteria, not on a ranking: engine coverage, measure or action, data reliability, real cost, language, and your structure's maturity. The first decisive filter separates tools that measure your visibility from those that tell you what to do next. Reliability beats…

Florian Zorgnotti16 July 2026

AthenaHQ or Profound: Which AI Visibility Platform to Choose in 2026? GEO

AthenaHQ or Profound: Which AI Visibility Platform to Choose in 2026?

Key takeaways Profound bets on data depth: prompt volumes across 400 million conversations, 10+ engines, SOC 2 compliance, but pricing tiers that force upgrades. AthenaHQ bets on execution and ROI attribution: 8+ engines from entry, Shopify and GA4 integration, but a credit model that caps quickly. Both platforms show where…

Florian Zorgnotti14 July 2026

Otterly vs Peec AI: Which AI Visibility Tool to Choose in 2026? GEO

Otterly vs Peec AI: Which AI Visibility Tool to Choose in 2026?

Otterly and Peec AI both target teams wanting to track their AI visibility without an enterprise budget, but at two different levels. Otterly is the entry-level tool, at $29/month, simple and accessible, with a GEO audit. Peec AI is the mid-market analytics platform, richer, with sentiment, benchmark, and unlimited seats.…

Florian Zorgnotti12 July 2026

Qwairy vs Meteoria: Which French AI Visibility Platform to Choose in 2026? GEO

Qwairy vs Meteoria: Which French AI Visibility Platform to Choose in 2026?

Qwairy and Meteoria are two French AI visibility platforms, published in France and billed in euros, with support in the language. But they don't target the same use. Qwairy is the most complete platform, with 38+ models and five modules, on a credit model. Meteoria bets on daily analysis and…

Florian Zorgnotti10 July 2026

Semrush vs Ahrefs for AI Visibility: Which to Choose in 2026? GEO

Semrush vs Ahrefs for AI Visibility: Which to Choose in 2026?

Semrush and Ahrefs have dominated SEO for over ten years, and both have bolted an AI visibility module onto their suite: the AI Visibility Toolkit at Semrush, Brand Radar at Ahrefs. The duel pits two philosophies: Semrush bets on accessible integration at $99/month per domain, Ahrefs on premium data scale…

Florian Zorgnotti8 July 2026

Profound vs Peec AI: Which AI Visibility Tool to Choose in 2026? GEO

Profound vs Peec AI: Which AI Visibility Tool to Choose in 2026?

Profound and Peec AI appear on almost every AI visibility shortlist in 2026, but they target opposite audiences. Profound is the enterprise reference platform, backed by a $155 million raise and a database of over 1.3 billion real queries. Peec AI is the mid-market challenger, transparent on pricing, with unlimited…

Florian Zorgnotti6 July 2026

GEO link building: do your backlinks still count for AI in 2026? GEO

GEO link building: do your backlinks still count for AI in 2026?

Key takeaways A GEO backlink ties a brand to a query, where an SEO backlink pushed a URL up on a keyword. The brand anchor and the semantic context around the link matter more than the optimized anchor. A good spot shows one signal nobody checks: is it already cited…

Florian Zorgnotti3 July 2026

What Are the Cheapest GEO Tools to Track AI Visibility in 2026? GEO

What Are the Cheapest GEO Tools to Track AI Visibility in 2026?

Tracking your visibility in ChatGPT, Perplexity, or Gemini no longer requires an agency budget. Several GEO tools start under €100 a month, and some under €30. But the displayed price often hides a trap: between credit models, per-prompt billing, and per-engine add-ons, the real cost in use differs from the…

Florian Zorgnotti1 July 2026

What Are the Best Ahrefs Brand Radar Alternatives in 2026? GEO

What Are the Best Ahrefs Brand Radar Alternatives in 2026?

Ahrefs Brand Radar bets on the largest prompt database on the market: over 199 million "search-backed" queries, drawn from real searches. For a team already settled in Ahrefs, the argument appeals. But two points change the picture: a premium price reaching $828 to $1,148/month for full access, and a keyword-first…

Florian Zorgnotti29 June 2026

What Are the Best SE Ranking Alternatives for AI Visibility in 2026? GEO

What Are the Best SE Ranking Alternatives for AI Visibility in 2026?

SE Ranking is an affordable SEO suite, valued by agencies for its price-to-value ratio and white-label on every plan. On the AI visibility side, the offer gets complicated: two products coexist, the AI Results Tracker as an add-on and SE Visible as a dedicated platform, at different prices and coverage.…

Florian Zorgnotti28 June 2026

What Are the Best Semrush Alternatives for AI Visibility in 2026? GEO

What Are the Best Semrush Alternatives for AI Visibility in 2026?

Semrush has dominated SEO for nearly two decades, and its AI Visibility Toolkit adds a layer of AI visibility tracking. On paper, the argument appeals: measure Google and AI in one place. But this module costs $99/month per domain, on top of your SEO subscription, with add-ons per user and…

Florian Zorgnotti27 June 2026

What Are the Best BotRank Alternatives in 2026? GEO

What Are the Best BotRank Alternatives in 2026?

BotRank is a French startup born in Lyon in 2025, betting on a strong argument: an AI agent, "Bob," that does not just measure but generates content, writes code, and deploys an action plan. Add a 20+ criteria technical GEO audit and daily tracking, from $89/month with unlimited seats. The…

Florian Zorgnotti26 June 2026

What Are the Best Qwairy Alternatives in 2026? GEO

What Are the Best Qwairy Alternatives in 2026?

Qwairy is one of the most complete GEO platforms on the market: 10+ engines, 38+ models tracked, five analysis modules, an Action Center, content generation in 45+ languages. An impressive toolkit, used by TotalEnergies and BlaBlaCar, from €79/month on a credit model. The question before signing: do you need all…

Florian Zorgnotti25 June 2026

What Are the Best Meteoria Alternatives in 2026? GEO

What Are the Best Meteoria Alternatives in 2026?

Meteoria is a French AI visibility tracking platform, published by SEOPital, used by over 1,000 companies. It queries ChatGPT, Google AI Overview, Perplexity, and other engines daily to measure your presence, your position, and the tone of mentions. Its entry sits around €75/month. Depending on your size, budget, or need…

Florian Zorgnotti25 June 2026

What Are the Best Rankscale Alternatives in 2026? GEO

What Are the Best Rankscale Alternatives in 2026?

Rankscale shows the most spectacular argument on the market: over 17 AI engines tracked from €20 per month, Mistral included. On paper, it is the widest coverage at the lowest price. But two details change the picture: a credit model where each engine does not cost the same, and a…

Florian Zorgnotti24 June 2026

What Are the Best GetMint Alternatives in 2026? GEO

What Are the Best GetMint Alternatives in 2026?

GetMint is a French platform that combines three jobs in one: AI visibility monitoring, content creation, and distribution through a publisher network. Founded in Paris in 2025, it raised €4 million and claims over 200 clients. Its entry plan starts at €99. The question before signing: do you need the…

Florian Zorgnotti24 June 2026

AI Overviews Are Coming to France: Is Your Traffic Ready in 2026? GEO

AI Overviews Are Coming to France: Is Your Traffic Ready in 2026?

Sébastien Missoffe, Managing Director of Google France, just confirmed it: AI Overviews will reach France by the end of 2026. The last major European exception is falling. For your traffic, this isn't one more rumour, it's the moment to prepare the ground. And your brand, does ChatGPT recommend it? Measure…

Florian Zorgnotti23 June 2026

What Are the Best Peec AI Alternatives in 2026? GEO

What Are the Best Peec AI Alternatives in 2026?

Peec AI has established itself as a reference for AI visibility tracking among marketing teams, with clients like Chanel and TUI and a $29 million raise. Its entry plan sits around €89. The thing to understand before signing: Peec measures and diagnoses, but stops there. It does not fix, write,…

Florian Zorgnotti23 June 2026

What Are the Best Otterly Alternatives in 2026? GEO

What Are the Best Otterly Alternatives in 2026?

Otterly is one of the cheapest entry points into AI visibility tracking, with a Lite plan at $29 per month. The headline price is real, but it hides two things: per-prompt pricing that climbs fast, and an entry plan limited to four engines, with Gemini and AI Mode as paid…

Florian Zorgnotti23 June 2026

What Are the Best AthenaHQ Alternatives in 2026? GEO

What Are the Best AthenaHQ Alternatives in 2026?

AthenaHQ is a solid GEO platform, built by former Google Search and DeepMind engineers. Its entry plan shows $295 per month. The problem is not that figure, it is what it hides: a credit model that pushes the real bill well beyond the sticker price. For a freelancer, a small…

Florian Zorgnotti22 June 2026

What Are the Best Profound Alternatives in 2026? GEO

What Are the Best Profound Alternatives in 2026?

Profound has become the reference for AI visibility tracking. The platform raised 155 million dollars at a one-billion valuation in February 2026, and over 10% of the Fortune 500 use it. The catch: its entry plan starts at $499 per month. For a freelancer, a small business, or a mid-sized…

Florian Zorgnotti19 June 2026

Does Bing Webmaster Tools finally measure your AI visibility in 2026? GEO

Does Bing Webmaster Tools finally measure your AI visibility in 2026?

Microsoft adds four metrics to its AI report in Bing Webmaster Tools on June 16, 2026: Intents, Topics, Citation Share and Compare. Here is what they measure, and what they leave in the dark. And your brand, does ChatGPT recommend it? Measure your presence and spot the brands cited in…

Florian Zorgnotti17 June 2026

E-commerce GEO: How to Make Your Products Visible in ChatGPT in 2026? GEO

E-commerce GEO: How to Make Your Products Visible in ChatGPT in 2026?

Your products sell well on Google. But when a customer asks ChatGPT "what's the best coffee maker under 100 dollars", your brand doesn't show up. Traffic from generative AI to US e-commerce sites jumped 393% in Q1 2026 (Adobe). E-commerce GEO exists to capture that wave. And your brand, does…

Florian Zorgnotti15 June 2026

AI Traffic in GA4: How to Track ChatGPT, Perplexity and Claude? GEO

AI Traffic in GA4: How to Track ChatGPT, Perplexity and Claude?

GA4 classifies 70.6% of your AI traffic as Direct by default (Verity Score, April 2026). Here is the complete method to make it visible in 15 minutes. Is ChatGPT actually recommending your brand? Measure your presence and identify the brands cited in your place. No credit card. Try 14 days…

Florian Zorgnotti11 June 2026

Local GEO in France: How to Appear in AI Answers in 2026? GEO

Local GEO in France: How to Appear in AI Answers in 2026?

Key takeaways : Local GEO optimizes your presence so AI recommends you, whereas local SEO aimed to rank you within a list of ten results. Gemini shows 100% business accuracy because it is grounded in Google Maps, versus around 68% for ChatGPT and Perplexity. French users still search with short…

Florian Zorgnotti8 June 2026

Ghost Rankings: Why Does AI Cite Your Content Without Naming Your Brand? GEO

Ghost Rankings: Why Does AI Cite Your Content Without Naming Your Brand?

A Ghost Ranking happens when AI uses your content as a source but recommends your competitors instead. Your brand becomes a ghost: present backstage, never on stage. The problem has a second, equally sneaky form: an AI ranking that changes with every test, even though nothing changed on your site.…

Florian Zorgnotti1 June 2026

Should You Really Spend Time on llms.txt in 2026? GEO

Should You Really Spend Time on llms.txt in 2026?

Key takeaways : 3 studies (SE Ranking 300k domains, OtterlyAI 62,100 bot visits, ALLMO 94,000 citations) find no link between llms.txt and AI citation frequency. Google Search calls it explicitly unnecessary, yet Chrome Lighthouse 13.3 (May 2026) audits it anyway for AI agents. llms.txt is worth your time only if…

Florian Zorgnotti29 May 2026

GPTBot, ClaudeBot, PerplexityBot: Should You Allow Them in 2026? GEO

GPTBot, ClaudeBot, PerplexityBot: Should You Allow Them in 2026?

25% of the top 1,000 global websites block GPTBot. Many without realizing it. Here is how to decide intelligently in 2026. Key takeaways: Two families of AI bots exist: those that train models and those that retrieve information in real time to answer a user. Blocking all AI bots cuts…

Florian Zorgnotti28 May 2026

How do you measure GEO ROI and prove its business impact in 2026? GEO

How do you measure GEO ROI and prove its business impact in 2026?

Key takeaways  AI Share of Voice is your leading indicator. It moves 1 to 2 months before branded search picks up in Google Search Console. Standard analytics only capture 10 to 20% of the real GEO return. A 3-layer attribution model reveals the invisible value. ROI shows up within 4…

Florian Zorgnotti26 May 2026

Where does ChatGPT get its information? GEO

Where does ChatGPT get its information?

ChatGPT doesn't draw from a single source. It combines three distinct channels, each with its own rules. I show you which ones and where to act to exist in the answers. TL;DR ChatGPT draws from three distinct channels: its training corpus (frozen at a given date), the Bing index it…

Florian Zorgnotti25 May 2026

YouTube GEO: Why Does Perplexity Cite Your Videos More Than ChatGPT in 2026? GEO

YouTube GEO: Why Does Perplexity Cite Your Videos More Than ChatGPT in 2026?

Key takeaways Perplexity drives 38.7% of all cross-platform YouTube AI citations, ahead of Google AI Overviews (36.6%). ChatGPT, conversely, cites YouTube in only 0.2% of its responses. YouTube views, likes and subscribers correlate at -0.03 with AI citations. Zero link. LLMs read transcripts, metadata and chapters, not popularity signals. 94%…

Florian Zorgnotti22 May 2026

Schema.org for GEO in 2026: Should You Still Mark Up After Google’s FAQ Deprecation? GEO

Schema.org for GEO in 2026: Should You Still Mark Up After Google’s FAQ Deprecation?

Key takeaways Google deprecated FAQ rich results on 7 May 2026. Schema markup is still useful, but its purpose has shifted: it now serves LLMs more than the visual SERP. On the evidence side, only one platform has officially confirmed using Schema.org for its LLM: Microsoft Bing. No peer-reviewed study…

Florian Zorgnotti21 May 2026

How to Run a GEO Audit in 2026: The Consultant Deliverable Method? GEO

How to Run a GEO Audit in 2026: The Consultant Deliverable Method?

Key takeaways A GEO audit isn't a tickbox exercise: it's a structured engagement with scoping, measurement, scoring and a 90-day action plan. Five dimensions to cover: AI visibility, technical accessibility, document structure, semantic entities, external citations. The process runs in 5 steps, from scoping to deliverable, each producing an output…

Florian Zorgnotti19 May 2026

ChatGPT Visibility: How to Measure It Without Going Wrong in 2026? GEO

ChatGPT Visibility: How to Measure It Without Going Wrong in 2026?

Key takeaways ChatGPT doesn't give the same answer twice. Testing a prompt once is measuring noise. Five measurement levels coexist: presence, position, Share of Voice, intent-weighted frequency, context. Confusing them leads to the wrong conclusion. A usable measurement rests on a basket of 20 to 50 prompts, repeated 3 to…

Florian Zorgnotti18 May 2026

How to Get Cited by Perplexity in 2026: What Really Changes? GEO

How to Get Cited by Perplexity in 2026: What Really Changes?

Key takeaways Perplexity doesn't rank your pages, it extracts standalone blocks from them: the exact match between your headings and the query matters more than on ChatGPT. Cited sources diverge sharply from one engine to another. A brand visible on ChatGPT can stay absent from Perplexity. Perplexity prioritises four signals:…

Florian Zorgnotti15 May 2026

Why has LinkedIn become the #1 source for LLMs in 2026 and how to leverage it? GEO

Why has LinkedIn become the #1 source for LLMs in 2026 and how to leverage it?

Key takeaways: LinkedIn moved from outside the top 20 LLM sources to source #1 on professional queries in less than a year (Profound, 2026). Posts, long-form articles and newsletters account for 35% of LinkedIn citations in ChatGPT in February 2026, up from 27% in November 2025. 94% of B2B buyers…

Florian Zorgnotti14 May 2026

How to audit AI hallucinations on your brand in 30 minutes in 2026? GEO

How to audit AI hallucinations on your brand in 30 minutes in 2026?

Key takeaways: 60% of LLM responses to research questions contain significant factual errors according to the BBC + EBU 2025 study. 5 types of brand hallucinations are most frequent: false prices, false services, false executives, false reviews, false competitive positioning. The 30-minute audit protocol relies on 5 steps: test panel,…

Florian Zorgnotti12 May 2026

What are the 12 AI KPIs to track in 2026 according to your GEO maturity? GEO

What are the 12 AI KPIs to track in 2026 according to your GEO maturity?

60% of Google searches end without a click in 2026 (Sparktoro). Your 3 classic SEO KPIs only measure 40% of reality. Here are the 12 AI KPIs to track based on your GEO maturity. Key takeaways: 12 AI KPIs structure GEO measurement in 2026, distributed across 4 categories (Presence, Quality,…

Florian Zorgnotti11 May 2026

Is your site invisible to Claude and Perplexity? The JavaScript test in 2026 GEO

Is your site invisible to Claude and Perplexity? The JavaScript test in 2026

Key takeaways: Claude and Perplexity don't render client-side JavaScript. If your site relies on React, Vue or poorly configured Next.js, you're invisible to 2 major LLMs out of 4 in 2026. Why 2 major LLMs out of 4 don't render your JavaScript in 2026 The official Anthropic documentation published in…

Florian Zorgnotti8 May 2026

GEO refresh: which 12 actions to take to revive an old article in 2026? GEO

GEO refresh: which 12 actions to take to revive an old article in 2026?

76% of pages cited by ChatGPT have been updated within the last 30 days (Ahrefs, 2025). Here is the 12-action checklist to revive an old article in LLMs in 2026. Key takeaways: An effective GEO refresh in 2026 combines 12 actions across 4 phases: diagnosis, editorial refresh, technical refresh, distribution…

Florian Zorgnotti7 May 2026

ChatGPT, Claude, Gemini or Perplexity: which is the best AI for your brand in 2026? GEO

ChatGPT, Claude, Gemini or Perplexity: which is the best AI for your brand in 2026?

Traffic from AI engines converts 4.4 times better than organic (Semrush, 2025). The question is no longer which AI to use for your prompts. It's which one cites your brand under the right conditions. Key takeaways : ChatGPT, Claude, Perplexity and Gemini each have a distinct citation behavior. The best…

Florian Zorgnotti6 May 2026

Is your agency ready for AAO in 2026? The 10 questions that don’t lie GEO

Is your agency ready for AAO in 2026? The 10 questions that don’t lie

9 out of 10 agencies mention AAO in their slides in 2026. How many actually know how to measure it? Here are the 10 questions that separate the equipped agency from the marketing pitch. Key takeaways : AAO (Assistive Agent Optimization) extends SEO and GEO by integrating the moment when…

Florian Zorgnotti5 May 2026

GEO chunking: what is it and how to apply it to your content in 2026? GEO

GEO chunking: what is it and how to apply it to your content in 2026?

Chunking is the splitting of content into autonomous 150 to 300-word blocks designed to be extracted and cited by LLMs. It is a technical condition for GEO visibility in 2026. What is GEO chunking in 2026? Chunking is the process of splitting content into short, autonomous blocks called chunks, designed…

Florian Zorgnotti4 May 2026

Reddit and AI in 2026: why do 80% of cited posts have less than 20 upvotes? GEO

Reddit and AI in 2026: why do 80% of cited posts have less than 20 upvotes?

80% of Reddit posts cited by ChatGPT and Perplexity have fewer than 20 upvotes (Semrush, November 2025). LLMs ignore your engagement signals. Your Reddit strategy must change. Key takeaways: LLMs heavily cite Reddit, but they don't weight by upvotes. 80% of cited posts have fewer than 20 votes. Your strategy…

Florian Zorgnotti3 May 2026

Why do 64% of your AI citations come from somewhere other than your site in 2026? GEO

Why do 64% of your AI citations come from somewhere other than your site in 2026?

Key takeaways (detailed version): 64% of a brand's AI citations come from third-party sources, not its owned domain (Stacker, March 2026). Earned media distribution produces a median 239% lift in LLM visibility (study on 87 stories and 8 AI platforms). Up to 90% of citations that drive brand visibility in…

Florian Zorgnotti1 May 2026

Why do Google reviews matter more than backlinks for your local SEO in 2026? GEO

Why do Google reviews matter more than backlinks for your local SEO in 2026?

Key takeaways : 88% of local searches lead to a call or visit within 24 hours (SEO.com, 2026). Going from 3 to 5 stars on Google generates 25% more clicks (Search Engine Land, BrightLocal 2026). Responding to more than 30% of your reviews doubles the lead volume generated by your…

Florian Zorgnotti30 April 2026

60% zero-click searches: which new SEO KPI should you track in 2026? GEO

60% zero-click searches: which new SEO KPI should you track in 2026?

Key takeaways : 60% of Google searches end without a click (Semrush, 2025). Traffic from AI converts 4.4 times better, with -27% bounce and +38% session duration (Semrush, 2025). The new reference KPI is AI Share of Voice: your citation frequency in ChatGPT, Perplexity, Gemini and Claude. A relevant SEO…

Florian Zorgnotti29 April 2026

How to set up a monthly refresh cycle to stay cited by LLMs in 2026? GEO

How to set up a monthly refresh cycle to stay cited by LLMs in 2026?

Key takeaways : 76.4% of pages cited by ChatGPT were updated in the last 30 days (Ahrefs, 2025). Freshness is a confirmed ranking factor across 7 AI models tested in October 2025. Refreshing a strategic page can increase its traffic by 106% (HubSpot). Prioritization method: GSC (positions 5 to 20,…

Florian Zorgnotti28 April 2026

How to rewrite your intros to capture 44% of LLM citations in 2026? GEO

How to rewrite your intros to capture 44% of LLM citations in 2026?

Key takeaways : 44.2% of LLM citations come from the first third of an article (Ahrefs, 2025). A poorly structured intro remains invisible in generative AI responses. 4 optimization levers: executive summary, direct answer, bulleted TL;DR, entity placement. Measuring your LLM visibility requires a dedicated AI Share of Voice tool.…

Florian Zorgnotti27 April 2026

How to Analyze Your Brand’s Visibility in AI Responses? GEO

How to Analyze Your Brand’s Visibility in AI Responses?

Key Takeaways Analyzing brand visibility in AI responses relies on 5 indicators: citation frequency, position in the response, sentiment analysis, share of voice and cited sources. Web mentions and YouTube mentions are the signals most strongly correlated with AI visibility, far ahead of page volume or Domain Rating (Ahrefs study,…

Florian Zorgnotti9 April 2026

Should I translate my website to be visible in AI results? GEO

Should I translate my website to be visible in AI results?

Your site is well-positioned on Google in French. Your content is structured, and your tags are optimized. Yet, when a user asks a question to ChatGPT or Claude, your site doesn’t appear. The reason is simple: it only exists in one language. A Weglot study of 1.3 million citations in…

Florian Zorgnotti1 April 2026

Query Fan-Out: Why Your Brand Is Vanishing from AI Responses (and How to Detect It) GEO

Query Fan-Out: Why Your Brand Is Vanishing from AI Responses (and How to Detect It)

When a user queries an LLM, the engine doesn't launch a single search. It triggers dozens in parallel. If you don’t monitor these sub-queries, you are blind to the majority of your visibility surface. The Essentials: LLMs (GPT, Gemini, Perplexity) fragment each prompt into dozens of parallel sub-queries — this…

Florian Zorgnotti28 March 2026

Beyond SEO: Mastering GEO (Generative Engine Optimization) in 2026 GEO

Beyond SEO: Mastering GEO (Generative Engine Optimization) in 2026

Traditional SEO is dying under the weight of synthesis. In 2026, appearing on Google’s first page isn’t enough if SearchGPT or Claude don’t cite you as the source of truth. Transitioning from AI Optimization to GEO means turning your site from a list of keywords into an ultra-reliable vector knowledge…

Florian Zorgnotti5 March 2026

Why Is My Company Missing from ChatGPT? | GEO Strategy 2026 GEO

Why Is My Company Missing from ChatGPT? | GEO Strategy 2026

AI doesn't "search" like a human; it synthesizes proof of trust. If your business is missing from ChatGPT, it's not a technical oversight but a lack of "Vector Authority Signals." This usually stems from three pillars: blocking GPT-Bot, a weak digital footprint on source sites (Reddit, Wikipedia, PR), or a…

Florian Zorgnotti5 March 2026

GEO vs. SEO: Why Ranking #1 on Google is No Longer Enough in 2026. GEO

GEO vs. SEO: Why Ranking #1 on Google is No Longer Enough in 2026.

The primary difference between GEO and SEO lies in the objective: Traditional SEO targets website clicks, whereas a GEO strategy targets direct brand citations by Artificial Intelligence. In my view, GEO is the natural evolution of SEO in the age of LLMs. Today, securing a click is secondary to being…

Florian Zorgnotti5 March 2026