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.
You're building in the AI category. Your users discover you through AI search. CitationDesk's free score audits your site and docs for citation-readiness — and when you need citation events as a first-class signal in your monitoring stack, the dedicated platforms we recommend offer APIs and webhooks on their paid plans.
What we hear from ai-native startups
Three patterns showing up across your peers.
You need real-time citation events, not weekly reports
A monthly dashboard misses the daily volatility of LLM-citation behavior. 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 — the monitoring platforms we recommend do, on their paid plans. Start free here: audit your surfaces, ship the fixes, then wire a tracker's API or webhooks into Slack, Datadog, or your warehouse.
4-LLM readiness coverage
Readiness scored for all four surfaces where AI-native buyers actually discover tools — ChatGPT, Claude, Perplexity, Gemini — with an open rubric you can verify 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. For AI startups specifically, your docs site is your top-of-funnel — and most docs sites score 0.3-0.5 because they were built for human reading, not LLM extraction.
Worked example
SourceScore.
SourceScore is an AI-rating reference site with 480:1 bot-to-human ratio. The same archetype applies to AI startup docs sites — most of your "traffic" is LLM crawlers ingesting your content for citation.
Read the case study →Get your free Citation Readiness Score.
Paste any URL. 90 seconds. 0-100 score across five dimensions plus the highest-leverage fix you can ship this week.