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. The answer is the same on Perplexity. You're measurably invisible.
For SaaS
AI-citation readiness for SaaS — be the tool LLMs recommend.
When a developer asks ChatGPT "best monitoring tool for serverless", the answer cites three vendors. If you're not one of them, you're invisible to that segment of buyers. 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
Three patterns 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 cites Stack Overflow threads — not your docs page. The page is 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 AI Overview ate the SERP. Your CTR dropped 40%. AI search has replaced the top of your funnel and you're not in it.
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. Most docs are technically perfect for human reading but structurally unfit for LLM extraction — the audit pinpoints why, 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 — usually first-paragraph format + missing DefinedTerm schema + weak Person schema.
Worked example
SourceScore.
SourceScore — a niche reference tool — captures 480:1 bot-to-human ratio. The bot traffic is citation inventory. For SaaS founders, the same archetype applies to docs sites: most traffic isn't human visits, it's AI 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.