Why isn't my SaaS showing up in ChatGPT?

If ChatGPT doesn't name your SaaS, it's almost always one of three gaps: the model can't cleanly read your site, your pages don't answer the question buyers actually ask, or you're absent from the sources it trusts. Usually it's a mix. Here are the five most common reasons — and the fix for each.

• →No machine-readable signals. No llms.txt, thin or missing structured data. Fix: add an llms.txt describing your product, and Organization / Product / FAQ schema.
• →Marketing copy, not answers. Your pages sell; they don't answer. Models quote extractable, factual prose. Fix: add pages that directly answer your buyers' real questions in plain words.
• →Fuzzy entity. The model isn't sure exactly what you are or who you're for. Fix: state it plainly and consistently — category, who it's for, what makes it different.
• →No third-party citations. You're not in the roundups, directories (G2, Capterra, Clutch), or communities (Reddit) that models read. This is the big one for most SaaS. Fix: earn those mentions — get listed, get included in "best-of" posts, be genuinely useful in the communities.
• →A competitor owns the query. When someone asks for "the best X," a rival is the default answer. Fix: the above, aimed squarely at the specific buyer-intent queries you're losing.

None of these is a single switch — that's why "we added a blog post" rarely moves it. It takes a diagnosis (which of the five is actually holding you back) and then the specific fixes, worked in priority order.

The fastest way to start: run the exact questions your buyers ask through ChatGPT and Perplexity and see who gets named instead of you. Uncomfortable, but it's the first true read on where you stand — and it's free to get.