Your category awareness signal is invisible
AI startups especially need to know when LLMs recommend them. The recommendation graph IS the top of your funnel — and you have no telemetry on it.
For AI startups
AI-citation readiness for AI-native startups — make your docs the cited source.
Citation-readiness is the structural property that lets an AI assistant quote your docs as the source when a developer asks it how something works. You're building in the AI category and many of your users find tools through AI search, so your docs are the surface that has to be citable. CitationDesk's free score audits your site and docs for exactly that — and when you need citation events as a first-class signal in your monitoring stack, some monitoring platforms we compare offer API access on their enterprise plans.
What we hear from ai-native startups
What patterns are showing up across your peers?
You need real-time citation events, not weekly reports
A monthly dashboard can miss changes between reports. You want webhook events fired into Slack the moment ChatGPT starts citing you on a new query — or stops.
You want the data in your own warehouse
Marketing dashboards don't serve your engineering instincts. You want the raw citation events in your Datadog or your data warehouse, queryable like any other event stream.
How CitationDesk fits
Built for the way ai-native startups work.
Programmatic data, via the right tool
CitationDesk doesn't offer an API. Some monitoring platforms we compare do, on enterprise plans (Otterly and AthenaHQ, for example). Start free here: audit your pages, ship the fixes, then wire a tracker's API into Slack, Datadog, or your warehouse.
Engine-neutral readiness checks
One score, not one per engine. It checks structural signals on your page: robots.txt rules for AI search and training bots, llms.txt, schema, and a live fetch as PerplexityBot. It does not query ChatGPT, Claude, Perplexity or Gemini. The rubric is published, so you can verify it against your own page source.
Citation Readiness Score as a service
Audit your /docs, /api, /pricing, /vs/* pages. Score each 0-100 + the structural gaps. The free site audit scores up to 25 pages in one run.
Worked example
SourceScore.
SourceScore, a niche reference site that rates LLM citation behavior, logged a 480:1 bot-to-human ratio in the 30 days to 19 May 2026. That is a dated snapshot of one site. If your docs see heavy AI-crawler traffic, the case study shows one way to read it.
Read the case study →Get your free Citation Readiness Score.
Paste any URL. 90 seconds. 0-100 score across six dimensions plus the highest-leverage fix you can ship this week.
Or skip pasting a URL — email me a free sample AI-visibility report instead.