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AI search visibility for B2B services
Practical guides on visibility across ChatGPT, Claude, Gemini, and Perplexity, grounded in current research. Written for founders, not marketers.
52 posts
Why AI thinks you compete with companies you've never heard of
I scanned my own company and scored zero, but the useful part was who the AI named in our place: a competitor set from a different category entirely. Why the machine miscategorizes you, what the mismatch costs, and how to fix the frame.
Read more →Your AI visibility score says 36%. ChatGPT never named you.
A single blended score can read as healthy while your most important engine names you zero times. Why one number hides the truth, why an engine goes to absolute zero, and the per-engine numbers that survive disaggregation.
Read more →Query fanout: why AI breaks one question into ten
AI search does not answer your buyer's question. It fans it into many sub-questions, answers each, and stitches them together. What query fanout is, why it breaks keyword thinking, and how to cover the fan.
Read more →AI visibility for local businesses: getting cited when buyers ask AI for someone nearby
When a buyer asks AI for the best provider in their city, a local firm needs two signals at once: relevant and local. Why AI leaves local firms out, and the local corroboration stack that gets you named.
Read more →GrackerAI alternatives: options for B2B services firms
GrackerAI pairs AI visibility monitoring with an autopilot content engine, built for B2B SaaS and cybersecurity startups. If that fit is not quite yours, the honest alternatives and how to pick for a services firm.
Read more →AI crawlers explained: GPTBot, ClaudeBot, PerplexityBot, and who actually reads your site
GPTBot trains models, OAI-SearchBot feeds ChatGPT search, ChatGPT-User fetches live, and blocking one says nothing about the others. Every AI crawler mapped to the surface it feeds, plus the silent blocks that erase you.
Read more →When AI gets your company wrong: brand hallucinations, and how to fix them
In our own 4-engine research, every company one engine recommended was unverifiable anywhere. Why AI states false things about companies with total confidence, and the corroboration playbook that corrects it.
Read more →AI prompt research: how to find the questions buyers actually ask AI
Keyword tools report zero for the questions buyers ask ChatGPT every day. How prompts differ structurally from keywords, and a five-source method for building the prompt set your content should answer.
Read more →How to track AI referral traffic in GA4 (and why it undercounts)
The 15-minute GA4 setup for seeing ChatGPT, Perplexity, and Gemini visitors, the regex to use, and the three structural leaks that make every AI traffic number a floor, not a total.
Read more →How long does AEO and GEO take to work? An honest timeline
We deleted a fake timeline from our own site, so here is the honest one: three clocks, not one. Search-grounded engines move in weeks, model memory moves on release cycles, and corroboration compounds for months.
Read more →TOFU, MOFU, BOFU: the complete B2B funnel guide
What TOFU, MOFU and BOFU mean, every inbound and outbound B2B channel mapped to each funnel stage, how AIDA and PAS fit, and why AI search is the new top of the funnel.
Read more →Is your SEO tool enough for AI search?
Semrush and Ahrefs added AI-visibility tracking, and for monitoring it is often enough. For actually fixing your AI visibility, there is a gap. Where your SEO tool stops, and when to add a tool alongside it.
Read more →AI visibility for consulting firms: getting named when everyone claims the same expertise
Consultants win on reputation, but buyers build shortlists with AI, and if it cannot tell your niche from everyone claiming the same expertise, you are invisible. How to get named.
Read more →AI visibility for cybersecurity firms: getting named in a market built on trust
Cybersecurity firms sell trust into a jargon-heavy market where buyers vet everything. When they ask AI for a recommendation, specificity and third-party proof decide who gets named. How to win it.
Read more →AI visibility for accounting firms: getting named before the referral
Accounting runs on referrals, but buyers now ask AI for the best CPA for their situation. If your firm reads as a generic trusted advisor, AI cannot recommend you. How to get named.
Read more →Peec AI alternatives: options for services firms
Peec is a clean mid-market AI visibility monitor, but it is still monitoring, and priced in euros for a European mid-market. The honest Peec alternatives and how to pick for a services firm.
Read more →Profound alternatives: honest options for smaller teams
Profound is the enterprise leader, and priced like it. If you are a services firm that finds it too big or too expensive, here are the honest alternatives and how to choose the right one for your reason.
Read more →Otterly alternatives: when you need more than monitoring
Otterly is a good, cheap AI visibility monitor. But it is monitoring only. If you have outgrown watching the score and need help fixing it, here are the honest alternatives.
Read more →AI visibility for MSPs: why ChatGPT ignores you, and how to fix it
When a business owner asks ChatGPT for a managed IT provider, most MSPs are nowhere in the answer. Why MSPs go missing in AI search and the concrete steps to get named.
Read more →Does video and YouTube help your AI visibility?
YouTube is one of the most-cited sources in AI answers, and YouTube mentions are among the strongest signals for AI visibility. But AI does not watch video, it reads the transcript. What actually helps.
Read more →Does Ahrefs, Semrush, or Moz help with AEO?
The big SEO tools added AI-visibility tracking, and it is genuinely good for measurement. But they tell you where you stand, not what to fix. The honest breakdown of Brand Radar, the AI Toolkit, and Moz.
Read more →The best AI visibility tools in 2026, honestly compared
A map of the category by job to be done, from Profound at the enterprise end to Otterly and the free graders. The real split is not price, it is measure-only versus measure-and-fix.
Read more →The free way to check your AI visibility
You can check whether AI recommends you for free in about ten minutes, two ways: ask the engines yourself with real buyer questions, or use a free grader. How to do each properly, and where free stops.
Read more →How to measure AI visibility
The practical method: build a set of buyer questions, ask each engine several times, and record whether you are named, how prominently, and against which competitors. Four steps, no fog.
Read more →How often should I check my AI visibility?
Monthly for direction, not daily. AI answers wobble run to run even when nothing changes, so daily checking measures noise. The right cadence, sampling, and when to check sooner.
Read more →The AI visibility metrics that actually matter
Raw citation count is a vanity metric. The four that matter: presence rate, share of voice, sentiment, and recommendation versus mere citation. What to track and what to ignore.
Read more →Do backlinks still matter for AI search?
Backlinks still matter, but far less than brand mentions. Ahrefs studied 75,000 brands: unlinked mentions correlate with AI citations at 0.664, backlinks at just 0.218. How to reallocate your effort.
Read more →Why Reddit, G2, and third-party mentions move AI answers
AI engines cite Reddit, review sites, and YouTube far more than your own website, because they read them as independent proof. Reddit alone is the single most-cited source. What to do about it.
Read more →How customer reviews feed AI recommendations
Reviews are a gate, not a lever. 99% of tools ChatGPT names have G2 reviews, but review count barely predicts placement. What reviews actually do for AI visibility, and the line you do not cross.
Read more →How to rank in AEO and GEO on a Framer site
Framer is React-based but outputs server-rendered HTML, so AI crawlers can read it. Add JSON-LD through custom code and structure content. Step by step.
Read more →How to improve AEO and GEO on a Wix website
Wix has a reputation for weak SEO, but it is workable for AI search if you use its structured-data and heading controls. The concrete Wix AEO checklist.
Read more →How to rank in AEO and GEO on a Webflow site
Webflow outputs clean, server-rendered HTML, so AI crawlers can read it. The work is adding schema Webflow does not do natively, plus real structure. Step by step.
Read more →How to improve AI visibility on a WordPress website
WordPress serves rendered HTML, so AI crawlers can already read it. The work is a handful of concrete steps: unblock AI bots, add FAQ schema, fix headings, write answer-first.
Read more →How to refactor an old website for AEO
You do not need a rebuild to make an old site work for AI search. The order of operations: audit, fix rendering, add structure and schema, rewrite for buyer questions.
Read more →Does a CMS help your AI visibility?
A CMS does not get you cited, but the right one makes the work that does easy. The four things a CMS must do, and whether you actually need to switch.
Read more →What is a headless CMS, and does it help or hurt AI visibility?
A headless CMS splits content from display. Great for flexibility, risky for AI visibility, because the front end it feeds is often client-rendered. When it helps and when it hides you.
Read more →What is a headless browser, and why it decides whether AI can read your site
Google renders your JavaScript with a headless browser. The major AI crawlers do not. An analysis of 500M+ GPTBot fetches found zero JavaScript execution.
Read more →What is a markdown file, and when do you need one for AI search?
Markdown is plain text with a few marks for structure, and it is the format AI tools read and write most cleanly. When a founder actually needs it, and when you do not.
Read more →Do llms.txt and robots.txt actually matter for AI search?
Everyone says add an llms.txt file. The honest truth: the major AI engines do not use it yet. robots.txt, though, can silently block you. What actually matters.
Read more →The non-technical founder's playbook for AI visibility
You do not need to be a developer to get cited by AI. The five no-code moves a founder can make, the tools that do the heavy lifting, and a weekly rhythm you can sustain.
Read more →Can you do AEO and GEO yourself, or do you need an agency or tool?
The honest dividing line is not knowledge, it is time and volume. A clear framework for deciding when to do it yourself, when a tool earns its place, and when to hire help.
Read more →How to build AI visibility for a new brand website
A new site starts invisible to AI, not because it is bad but because AI has no reason to know it exists yet. The order of operations: category clarity, structure, corroboration, and claimable content.
Read more →Which AI engines should I track for AI visibility?
You cannot chase every engine. How to prioritize the four that carry most B2B research, how they differ, where Google AI Overviews fits, and why breadth still compounds.
Read more →Will AI search kill my SEO traffic?
Some traffic is genuinely at risk, and a specific kind of it. But high-intent buyers still convert, and they now arrive pre-qualified. What actually changes, and why the metric shifts from clicks to citations.
Read more →How does an AI engine index and parse your content?
AI engines do not read your page like a human. They retrieve it, chunk it, and quote the cleanest passage. Here is how indexing and parsing actually work, and what it means for getting cited.
Read more →Why do I need AEO and GEO?
Your buyers are building their shortlist with AI before they visit a single website. What being absent from that answer costs, and why the window is open now.
Read more →If I'm good at SEO, am I automatically good at AEO and GEO?
Strong SEO is a real head start, but it is not the same game. Exactly what carries over from SEO to AI search, and what does not.
Read more →What is AEO and GEO, and how is it different from SEO?
A company with solid Google traffic scored zero in AI search. Here is what AEO and GEO mean, how they differ from SEO, and where they overlap.
Read more →Why Google Keyword Planner gives you the wrong answer for AI search
Keyword Planner reports zero volume for the exact queries buyers type into ChatGPT. Here is why it is a false-negative machine for AI search, and the one way to use it without getting burned.
Read more →FAQ schema for AI visibility: a copy-paste guide
FAQ schema is the single highest-ROI action for AI search visibility. This guide includes ready-to-use JSON-LD examples for IT services, MSPs, cybersecurity, and consulting firms.
Read more →3 signals your company is invisible in AI search
51% of B2B buyers now start on an AI chatbot. If your company is not in the answer, you are losing deals you never knew existed. Here are the warning signs and a 4-week fix.
Read more →What does ChatGPT say about your company?
A step-by-step guide to checking what AI search engines say when prospects ask about your services. Five prompts to try, three outcomes to watch for, and what to do about each one.
Read more →See what AI search says about your company
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