Your competitor is the "LLM-recommended" one
A founder asks ChatGPT for "the best [your category] tool" and gets a confident answer naming three vendors. None are you.
For SaaS
AI-citation readiness for SaaS — be the tool LLMs recommend.
A citation-ready SaaS site is a site an LLM can quote directly when a buyer asks it for a tool recommendation. When a developer asks ChatGPT "best monitoring tool for serverless", the answer names a few vendors — and if you're not one of them, that buyer doesn't see you. CitationDesk's free score shows the structural gaps keeping your site and docs out of those answers — and generates the fixes.
What we hear from saas founders
What patterns are showing up across your peers?
Your docs site doesn't get cited
Your docs cover your API better than anyone else's docs cover theirs. But when developers ask Claude "how do I integrate X with Y", Claude may cite Stack Overflow threads — not your docs page. The page can be technically perfect for human reading, structurally unfit for LLM extraction.
Your "best X" SEO listicle ranks but doesn't convert
You ranked #2 on Google for "best [category] tool". Then an AI Overview appeared above it and took clicks. The top of your funnel now includes AI answers you're not in.
How CitationDesk fits
Built for the way saas founders work.
Check the vendor answers yourself
Ask the four LLMs your buyer-intent queries ("best [category] for [use case]", "[your name] vs [competitor]") and see who gets cited — then score and fix the pages that should be in the answer.
Docs-page extraction audit
Score your top 10 docs pages. A docs page can read well for people and still be hard for an LLM to extract from — the audit shows which checks fail, page by page.
Citation Readiness Score per page
Audit your homepage, your docs, your /pricing, your /vs/* pages. Score 0-100 + fixes. Identify the structural gaps — the checks include first-paragraph format, Organization schema and Person schema.
Worked example
SourceScore.
SourceScore — a niche reference tool — recorded a 480:1 AI-crawler-to-human ratio in the 30 days to 19 May 2026 (a dated snapshot). The case study reads that crawl volume as an early sign LLMs treat the site as a reference. Docs sites can show the same pattern: much of their traffic is crawlers, not human visits.
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.