Share of answers
How often each assistant names you when a buyer asks, and how that compares with the rival named most.
Free tools
Free tools you can run right now, no card and no account. Start with the one question you have not answered yet: do assistants mention you at all?
Runs the AI Visibility Checker. Full report in about 10 minutes, free.
The short answer
Prefer offers ten free answer engine optimization tools today, with more in build. The AI Visibility Checker reports how often ChatGPT, Google AI Overviews, Perplexity and Gemini name your brand, which sources they quote instead, and what to fix first. The LLMs.txt Generator builds a clean llms.txt map of your best pages, the Schema Markup Generator and FAQ Schema Generator produce valid JSON-LD, the Share of Voice Calculator ranks your share of AI answers against named rivals, the AEO ROI Calculator models the pipeline from closing the gap, the AI Visibility Cost Calculator works out the all-in monthly cost, the Answer Readiness Scorer scores how quotable a single page is, the Crawler Access Checker shows which AI crawlers your robots.txt lets through, and the Robots.txt Generator writes one that lets in the crawlers you choose. All ten are free, none needs a card or an account, and the longest takes about ten minutes. If you have never measured AI visibility, start with the AI Visibility Checker.
01 · Measure
Establish the number before you change anything. Each of these reads live engine output, not a cached index.
Do AI assistants name my brand?
Runs the buying questions your customers ask across four engines and reports your share of answers, the sources quoted in your place, and a ranked list of fixes.
What share of AI answers do I own against named rivals?
Enter how often each brand is named across the answers you checked and see your share of voice, your rank, and the gap to the leader.
Which questions do buyers actually ask AI in my category?
Two hundred real prompts for your category, clustered by intent, with the engines that answer each one differently.
02 · Prepare
Half of low visibility is not content, it is access and structure. These take minutes and are usually the cheapest wins on the page.
How do I tell AI assistants what my site is?
Builds a clean, curated llms.txt map of your best pages for AI assistants, with a live preview, then copy or download it and publish it at your domain root.
Am I blocking the bots that feed AI answers?
Paste your robots.txt and get an allowed or blocked verdict for fourteen named AI crawlers, from GPTBot and ClaudeBot to PerplexityBot and Googlebot, each with the rule behind it.
How do I write a robots.txt for AI crawlers?
Pick a preset, allow or block each of fourteen named AI crawlers, keep private paths private for all of them, and get a checked robots.txt ready to publish.
What structured data makes a page quotable?
Builds valid JSON-LD for Organization, FAQPage, Article, Product, HowTo and Breadcrumb, with a live preview, then copy the ready-to-paste script.
How do I mark up the FAQ on a page?
Paste your questions and answers and get valid FAQPage JSON-LD, with checks for empty or repeated pairs. Honest about what it no longer does in Google.
03 · Improve
Where measurement turns into work. Both of these hand you the change, not just the diagnosis.
Is this page written to be quoted?
Scores a page you paste out of one hundred across ten checks, from answer-first structure to sourced claims, and hands back the specific fix for each.
Which sources do engines quote in my category?
Give three prompts and get the domains cited in the answers, so you can see which publications to pitch and which pages to write.
What is AI visibility worth to us?
Models the incremental pipeline from raising your answer share, using your own volume, conversion rate and contract value, so the business case does not rest on a vibe.
What does this actually cost us?
Adds the writing to the subscription. Put in your own cost per article and the time you spend editing a draft, and see the true monthly cost either way.
Compare
One row per tool. What it answers, what you hand over, what comes back, and how long it takes.
| Tool | Answers | You give | You get | Time |
|---|---|---|---|---|
| AI Visibility CheckerMost used | Do AI assistants name my brand? | One domain | Share of answers per engine, ranked fixes | 10 min |
| Share of Voice Calculator | What share of AI answers do I own against named rivals? | Answer counts per brand | A ranked share-of-voice leaderboard | 1 min |
| Prompt ExplorerIn build | Which questions do buyers actually ask AI in my category? | Category or domain | 200 prompts clustered by intent | 2 min |
| LLMs.txt Generator | How do I tell AI assistants what my site is? | Your key pages | A valid llms.txt, ready to publish | 2 min |
| Crawler Access Checker | Am I blocking the bots that feed AI answers? | Your robots.txt, pasted | Per-bot verdict across 14 crawlers | 1 min |
| Robots.txt Generator | How do I write a robots.txt for AI crawlers? | Your choice per crawler | A checked robots.txt | 2 min |
| Schema Markup Generator | What structured data makes a page quotable? | A type and its fields | Valid JSON-LD, ready to paste | 2 min |
| FAQ Schema Generator | How do I mark up the FAQ on a page? | Your questions and answers | Valid FAQPage JSON-LD | 1 min |
| Answer Readiness Scorer | Is this page written to be quoted? | One page, pasted in | Score out of 100, plus the fixes | 1 min |
| Citation Tracker (lite)In build | Which sources do engines quote in my category? | 3 prompts | Cited domains, per prompt | 5 min |
| AEO ROI Calculator | What is AI visibility worth to us? | Your funnel numbers | Incremental pipeline, per year | 1 min |
| AI Visibility Cost Calculator | What does this actually cost us? | Your own rates | All-in cost per published article | 1 min |
Start here
It is the tool that tells you whether the rest are worth your afternoon. One domain in, and you get the number, the receipts behind it and the order to work in.
How often each assistant names you when a buyer asks, and how that compares with the rival named most.
Every domain the engines cited in your place, so you can see whether you are losing to a rival or to a listicle.
Scored actions with the evidence attached, ordered by the answer share each one is likely to move.
How they work
Free tools are usually a lead form with a progress bar. These are not, so it is worth saying exactly what happens when you press the button.
Your category and domain produce the questions buyers actually ask, not keyword variants. The prompt set is shown to you before anything runs.
Every check hits ChatGPT, Google AI Overviews, Perplexity and Gemini in the moment you ask. Nothing is served from a stored crawl.
Each number links to the answer text and the sources behind it. If a claim cannot be traced to an answer, it does not appear in the report.
Related questions
The questions engines cluster with this page. Each one is answered here rather than on a separate landing page.
Yes. The AI Visibility Checker is free and needs one domain. It runs your category's buying questions across ChatGPT, Google AI Overviews, Perplexity and Gemini, then reports how often each names you, which sources it quoted instead, and what to fix first. No card is required and the report takes about ten minutes.
Run the checker →FAQ
The free tools run with no account at all. The full AI visibility report emails you a copy, so that one needs an address. Nothing asks for a card.
The LLMs.txt Generator runs entirely in your browser and is unlimited. The AI Visibility Checker is limited to a few runs a day per domain, because each run queries four engines live and that cost is real.
The measurement is identical, the coverage is not. The free check runs one prompt set once. Prefer keeps running your full prompt library, holds history so you can see trends and regressions, tracks competitors on every run, and routes fixes to owners.
Yes. Agencies do this constantly and it is fine. The export includes the prompt set and the source list so the client can check your work. If you want white labelled reports and multiple client workspaces, that is the agency plan.
Usually one of three things: the engines cannot crawl you, your pages answer nothing directly, or your category is dominated by review sites and roundups that quote each other. The AI Visibility Checker tells you which.
The AI Visibility Checker supports multiple languages and reports per market. The LLMs.txt Generator is language agnostic. The tools still in build will note their language support when they ship.
See how answer engines describe your brand today, and where the openings are to outpace the competition.
5 cookies across three groups. Necessary ones stay on. Change the rest any time from the footer.
Sign-in, security, and remembering this choice. The site does not work without them.
Anonymous page and report usage so we can see what to improve. Nothing is tied to you.
Lets us credit the partner who sent you, so they are paid for the referral, and measure which campaigns bring people here. One cookie, no ad profiling.