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AI search readiness checklist for SaaS

A SaaS checklist drawn from OpenAI, Perplexity, and Google Search Central: crawler tokens, snippet eligibility, and a link to the 40-point checklist.

13 October 2026 · CiteScore Team · 9 min read

This is a pass list for a SaaS marketing site. Each item is a control OpenAI, Perplexity, or Google Search Central has published, applied to a homepage, a pricing page, and a docs URL. It is not a citation forecast. None of the three publishes a rate for how often a passing page is quoted.

The longer on-page list, forty checks including writing and markup that go past these vendor docs, is the AI Citation Readiness Checklist. Use both. Where a crawler token is described differently, the vendor page wins, and the items below follow the vendor page. The engine essays are ChatGPT, Perplexity, and Google AI Overviews.

ChatGPT search

Perplexity search

Google AI Overviews and AI Mode

On a SaaS site, that looks like this

Walk the same ground in more detail on the 40-point checklist. That page stores checkmarks in the browser and does not submit the URL.

Free check, the $39 audit, and the template pack

Run the free check on the marketing host. It reports homepage HTML, robots.txt for GPTBot, PerplexityBot, and Google-Extended, a non-empty llms.txt, a sitemap, and JSON-LD types on the homepage. It does not read OAI-SearchBot, Perplexity-User, or the Search Console generative AI control. Those three are still on you. A passing row is a signal on the file. It is not a live answer from any of the three engines.

The $39 GEO audit is one public URL, a 0–100 CiteScore, and about ten prioritized fixes, as a PDF. The score comes from on-page signals — definitions, entities, evidence, schema, freshness, crawler access — and, when a language-model key is configured, a review of the HTML we fetched. We do not log into ChatGPT, Perplexity, or Google AI Overviews. The per-engine snapshot is an inference, and the report says so.

The GEO Content Template Pack ($19) is a separate $19 purchase from the check and the audit.

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