Will AI engines cite your site?

SEO tools audit the path to a ranking. willaicite audits the path to a citation. These five checks are where the two paths differ.

1. The firewall block robots.txt hides

   willaicite fetches your page twice, once as an ordinary browser and once identifying as an AI crawler, then compares what comes back. A firewall rule like Cloudflare’s one-click “block AI bots” toggle returns 403 to the crawler while robots.txt keeps saying allowed. SEO crawlers never make that second fetch, so they report clean while the engine silently drops your page.

   check	result	meaning
   robots.txt, GPTBot	allowed	what every SEO tool reads
   fetch as browser	200 OK	what your monitoring sees
   fetch as GPTBot	403 Forbidden	what the engine actually gets

2. Pages that need JavaScript arrive empty

   Googlebot renders JavaScript; so does Lighthouse. GPTBot, ClaudeBot and PerplexityBot do not; they see whatever the server sends and nothing more. A page built in the browser can audit perfectly in SEO tools and still reach the answer engine as an empty shell. willaicite scores how much of your content survives in the raw HTML, reading the page exactly as those crawlers do.

   browser · JS executed

   AI crawler · raw HTML

   <div id="root"></div>

3. Citing sources lifts AI visibility

   Old SEO advice says external links leak PageRank, so pages hoard authority and cite no one. The GEO study (Aggarwal et al., KDD 2024) measured the opposite effect on AI visibility: citing sources lifted it 24.9 percent, statistics 25.9 percent, and quotations 27.8 percent. Replications in 2025 and 2026, including a 252,000-trial controlled study, shrank those effects to a tie-break among already-retrieved pages. The direction held, and it still means optimizing for the ranking can cost you the quote.

   citing sources+24.9%

   statistics+25.9%

   quotations+27.8%

4. Which blocks cost you citations

   SEO tools check whether Googlebot is allowed. willaicite runs that check for every AI crawler, and tells the two kinds apart: retrieval crawlers fetch pages to build answers, so blocking one means that engine can never cite you; training crawlers only collect model-training data, so blocking them costs no citations. The full registry documents every crawler willaicite checks.

   crawler token	tier	consequence when blocked
   OAI-SearchBot	retrieval	blocked → ChatGPT can never cite you
   Claude-SearchBot	retrieval	blocked → Claude can never cite you
   PerplexityBot	retrieval	blocked → Perplexity can never cite you
   GPTBot · ClaudeBot · CCBot	training	blocking is a policy choice, not a citation bug

5. Is there an answer to quote?

   Engines quote a chunk word-for-word, so willaicite checks whether your page contains one: a self-contained answer near the top, headings phrased as the questions people actually ask, an FAQ an engine can lift whole. A page that opens with a sentence like willaicite is a free audit that scores citation readiness hands the engine its quote; a page that opens with a hero animation hands it nothing. You can rank first for a query and still contain nothing an engine can use.

   • ✓self-contained definition in the first screenful: “X is …”
   • ✓headings phrased as questions users ask
   • ✗no FAQ: nothing an engine can lift whole

Every audit scores the same nine dimensions. A dimension weighs more when it more often decides whether a citation happens, and the weights follow the 2025–2026 controlled studies rather than the 2024 headline numbers.

1. 01 AI crawler access wt high Can AI crawlers fetch the page at all. Checked one crawler at a time, in robots.txt and at the firewall.
2. 02 Renderability wt high How much of the content is in the raw HTML your server sends, before any JavaScript runs.
3. 03 Answer-readiness wt high Is there a short, complete answer near the top that an engine can quote whole, under headings phrased as questions.
4. 04 Topical focus & metadata wt high Do the title, headings, description and body all present the same one topic, so a retriever can match the page to a query.
5. 05 Evidence density wt medium Statistics, quotations and cited sources: the material engines prefer to quote once a page is retrieved.
6. 06 Structured data wt medium Schema.org markup that tells engines who wrote the page and when. Matters most for Google AI Overviews.
7. 07 Freshness wt high A date a reader can see and a date a machine can read. A recent timestamp is one of the few factors that consistently lifted citation odds in controlled 2026 testing.
8. 08 Entity & E-E-A-T wt medium A named author and organization an engine can credit the page to.
9. 09 SEO foundation wt low A canonical URL that points at itself, plus unique titles and descriptions, so a citation lands on the right page.