Practical ideas to understand and improve how ChatGPT, Gemini and Perplexity see you. No fluff: metrics, strategy and action.
Across matched answers with explicit citation telemetry in both engines, most pairs shared no citation host; source definitions materially changed the result.
Sep 28, 2026 · 8 min readGuideA measurement guide for distinguishing brand names, visible source links and related content in sampled Gemini responses without overstating attribution.
Sep 25, 2026 · 7 min readOriginal studyIn the Bee LLM Observatory sample, 90 of 360 Google AI Overviews responses with citations included at least one of five social platforms. The finding reflects collected responses, with uneven weights across prompts and accounts.
Sep 24, 2026 · 4 min readGuideA documentation-based comparison of Bee LLM, Ahrefs, Semrush and a manual Google workflow, plus a buying checklist that avoids false precision.
Sep 23, 2026 · 7 min readOriginal studyCitations pointed to a single site in nearly one in five sampled responses with citations from this channel. How often individual prompts were repeated affects that finding.
Sep 22, 2026 · 5 min readGuideA buyer's framework for defining AI search work, auditing agency evidence and choosing between external services, internal ownership and measurement software.
Sep 21, 2026 · 7 min readGuideA practical measurement workflow for recording when, where and how ChatGPT mentions a brand without treating a changing sample as universal visibility.
Sep 18, 2026 · 7 min readOriginal studyAlmost half of the Gemini responses with citations in this sample included at least one hostname ending in .es. The finding describes monitored responses: giving each prompt equal weight lowers the rate to 42.94%.
Sep 17, 2026 · 4 min readGuideAn engine-agnostic measurement model for monitoring generated answers without misrepresenting sampled mention order as a universal rank.
Sep 14, 2026 · 7 min readGuideA Perplexity-specific workflow for turning repeated answer samples into auditable mention, recommendation and source observations.
Sep 11, 2026 · 7 min readOriginal studyIn the Bee LLM Observatory sample, YouTube appeared in just over a third of Google AI Overviews responses containing citations. The finding covers specific queries and collection channels over seven days.
Sep 10, 2026 · 5 min readOriginal studyA frozen Bee LLM cohort shows that source reuse varies materially by engine, while repeated answers still draw from a changing pool of recorded hosts.
Aug 8, 2026 · 8 min readGuideA dated, evidence-led shortlist for choosing a Copilot monitoring workflow without inventing a universal answer rank.
Aug 5, 2026 · 7 min readGuideA review-date-led shortlist for selecting Perplexity monitoring software without treating sampled answers as a universal search ranking.
Jul 30, 2026 · 7 min readGuideA Gemini-specific measurement workflow that distinguishes mentions, recommendations, related links and double-check results without overstating a sample.
Jul 27, 2026 · 6 min readGEOBuying ads does not put you into ChatGPT's cited sources. OpenAI separates its search bot from its ads bot. What actually works.
Aug 26, 2026 · 6 minFirst-party dataWho sees them, how they are bought by CPM or CPC, what we found in 124 ad-carrying answers, and what changes now that Europe is in.
Aug 26, 2026 · 14 minGuideA decision-led strategy for turning answer gaps into better source material, stronger evidence and a repeatable measurement programme.
Jul 24, 2026 · 6 min readOur dataThe engines read Reddit 23,433 times and cited it 1,060. The sources that shape what AI says about you without sending a single visit.
Aug 22, 2026 · 8 minOur data20,879 answers across ten engines. Forums account for under 3% of citations, and the AI reads nearly four times more than it shows.
Aug 22, 2026 · 8 minOur dataThe engines cited five of our URLs while never naming us. The three records worth separating, with 30 days of our own data.
Aug 19, 2026 · 7 minToolsPeec starts at €85 a month. What the other four charge, what you get, and the cases where Peec is still the one to buy.
Aug 18, 2026 · 7 minToolsOne free plan, several trials, and the difference between them that decides whether the exercise is worth starting.
Aug 18, 2026 · 6 minToolsEvery tool gives you one project at entry price, so compare the second project instead. €39 for three against €205 for two.
Aug 18, 2026 · 7 minGEOWe kept only the tips with measured evidence behind them, from 400+ GEO studies, and put the number next to each one.
Aug 13, 2026 · 9 minOur dataNearly 100,000 cited URLs: only 19.4% are homepages. Yet the traffic AI sends you enters through the home. Two different jobs.
Aug 11, 2026 · 6 minResearchAn audit of 533 brands across 19 sectors. And category leaders only win one in three times they get there.
Jul 31, 2026 · 7 minResearch714 pages quoted by Google's AI summary against normal results in the same position. The quoted ones answered the question better.
Jul 31, 2026 · 8 minAI securityGPE shows how manipulated evidence can degrade fact verification and why brands need to monitor sources as well as answers.
Jul 29, 2026 · 14 minResearchTen assistants showed sharply different access patterns—and visible answers did not always reveal what the server recorded.
Jul 29, 2026 · 14 minAI VisibilityWhich free tools measure real AI mentions, which only check crawler access, and a report template you can reuse.
Jul 25, 2026 · 10 minRAG & GEOFrom index to answer: the five stages that determine whether AI can retrieve, use and cite a page.
Jul 24, 2026 · 9 minOriginal dataWe analyzed 1,595 responses to see how widely each engine explores, what it repeats and how to turn those searches into GEO decisions.
Jul 21, 2026 · 9 minAI VisibilityShare of voice, mention rate, prominence, sentiment and cited sources: the metrics that actually show whether AI recommends your brand.
Jun 27, 2026 · 9 minComparisonBee LLM, Otterly, Peec, LLM Pulse, Orchly, Rankshift and Profound compared by price, engines included and frequency.
Jun 20, 2026 · 14 minToolsWhat an AI visibility tool does and what to check before paying for one.
Jun 16, 2026 · 7 minHow-toWhich prompts to track, how often to measure, how to read sentiment and what to do when you don't show up. Step by step.
Jun 10, 2026 · 8 minClaudeHow Anthropic's model recommends brands and what you can do to appear in its answers.
Jun 6, 2026 · 6 minCompetitiveWatching competitors in ChatGPT, Gemini and Perplexity reveals your share of voice and where they beat you. What to watch and why.
Jun 2, 2026 · 6 minSaaSFor SaaS, winning the category in AI runs through comparisons, alternatives and integrations. How to enter the shortlist.
May 26, 2026 · 7 minContentWhat cited content has in common: original data, clear definitions and a format that is easy to extract.
May 19, 2026 · 7 minAEOConcrete checks to optimize your site for answer engines, starting today.
May 16, 2026 · 7 minStrategySEO is neither dead nor swept away by AI. An honest view of the future: fewer clicks, more mentions, new metrics.
May 12, 2026 · 7 minStrategyWhat zero-click search is, why AI fuels it, and how to value appearing even without a visit.
May 5, 2026 · 6 minReputationAI tools invent prices and products that never existed. How to spot those hallucinations and fix them with consistent data.
Apr 28, 2026 · 6 minAI OverviewsWhat Google's AI Mode is, how it differs from AI Overviews, and how it affects your traffic.
Apr 21, 2026 · 7 minHow-toTwenty ready prompts to fire at ChatGPT, Gemini and Perplexity and find out how AI sees you right now.
Apr 14, 2026 · 6 minReputationClassic brand monitoring adds a new front: what AI says. What a modern tool must cover today.
Apr 7, 2026 · 6 minEcommerceAI already recommends products. We review what to tend to in your ecommerce so your listings get cited.
Mar 31, 2026 · 7 minIndustriesProfessional services get recommended on trust. What signals AI looks at for firms and consultancies, and how to nurture them.
Mar 24, 2026 · 7 minReputationGoogle, Trustpilot and forums feed what AI says about you. Learn to manage your reviews with AI in mind.
Mar 17, 2026 · 6 minIndustriesAI draws on reviews, Google profiles and directories to suggest where to eat or sleep. How to tend your presence to enter those answers.
Mar 10, 2026 · 6 minStrategyE-E-A-T does not die with AI, it gets more decisive. We review what changes and which signals you can work on today.
Mar 3, 2026 · 7 minStrategyPerplexity cites live sources, ChatGPT blends memory and search. What each means for your visibility and where to focus.
Feb 24, 2026 · 7 minCopilotCopilot leans on Bing and reaches Windows professionals. A low competition channel for your brand to win.
Feb 17, 2026 · 6 minTechnicalWhy AI sometimes describes you with old data, and how to help it use fresh information about your brand.
Feb 10, 2026 · 6 minGeminiGemini lives inside Google and Android, with huge invisible use. Why underestimating it leaves you out of many answers.
Feb 3, 2026 · 6 minReferenceGEO, AEO, share of voice, RAG, training cutoff and more, defined short and clear to understand AI visibility.
Jan 27, 2026 · 6 minChatGPTChatGPT Search browses live and cites sources. How it differs from memory answers and how to appear among the citations.
Jan 20, 2026 · 6 minEcommerceChatGPT recommends products and is starting to integrate buying. What it looks at and how to prepare your ecommerce to get in.
Jan 13, 2026 · 7 minMetricsReferral traffic, assisted mentions and asking customers: honest ways to measure the ROI of your AI visibility.
Jan 6, 2026 · 7 minLocalGoogle profile, reviews and directories: what AI weighs when recommending a restaurant, clinic or shop near you.
Dec 23, 2025 · 6 minAEOBlocking bots, buried content or checking once a month: seven mistakes that keep you out of AI answers.
Dec 9, 2025 · 7 minStrategyTraining knowledge versus live search: which sources weigh in AI answers and what it means for your content and PR.
Nov 25, 2025 · 7 minReputationThe tone AI uses about your brand affects buying decisions. Where it comes from and how to fix a negative perception.
Nov 11, 2025 · 6 minTechnicalWhat schema.org is, how it helps AI understand your business and which types to mark up first, with an honest caveat.
Oct 28, 2025 · 7 minContentHow to write so ChatGPT, Gemini and Perplexity understand your content and use it when answering, with before and after examples.
Oct 14, 2025 · 8 minGuideA reproducible formula that separates competitive presence from answer coverage and exposes every input needed to interpret the result.
Sep 16, 2026 · 6 min readTechnicalWhat llms.txt is, what it includes, where it goes and why adoption is still early despite the buzz.
Sep 16, 2025 · 6 minAI OverviewsWhat Google AI Overviews are, how to get in with content and structured data, and what to realistically expect for clicks.
Sep 2, 2025 · 7 minPerplexityPerplexity cites live: how to be crawlable, direct and current to get among the sources it shows in each answer.
Aug 19, 2025 · 7 minChatGPTHow ChatGPT decides who to recommend and what you can do to get in, between training memory and live search.
Aug 5, 2025 · 8 minGuideA practical distinction between optimizing web search results and measuring brand representation in generated answers.
Aug 2, 2026 · 7 min readAEOWhat AEO is, why ten blue links give way to a single answer and how to prepare your content to occupy it.
Jul 8, 2025 · 6 minGEOWhat GEO is, how it differs from classic SEO and three or four actions to start showing up in AI answers.
Jun 24, 2025 · 7 min