For SaaS teams
Free audit · 2 minutesWhen a buyer asks an answer engine for the best software in your category, it names a shortlist before they ever reach your site. Answer-engine visibility is whether your product is on that list.
Run this exact audit
FreeChatGPT · 2 prompts · free, once per 30 days
01 · The shift
A buyer evaluating software no longer starts with ten blue links. They ask ChatGPT or Perplexity “best tool for X” and read a written answer that already names a shortlist. If your product isn’t in that answer, you are not in the consideration set — and you never see the lost deal.
This page covers how answer engines pick which SaaS products to name, the buyer prompts that decide it, and the concrete moves that change whether you show up.
02 · The prompts
03 · The moves
Answer engines lean on third-party listicles to answer “X vs Y.” A first-party comparison page — written plainly, kept current, honest about trade-offs — gives the model a source it can quote with your framing instead of a competitor’s.
Models drop a brand when they cannot state the price, the tiers, or the seat limits. Put the numbers in page text, not locked inside an image or behind a “contact sales” wall the crawler never gets past.
The query that matters is “best CRM for solo founders,” not your brand name — because that is the question asked before anyone knows you exist. Build pages that answer the category question directly, in the first paragraph.
04 · Keep reading
If you’re not named
Every buyer who asks before they land sees a shortlist you didn’t write. If you’re not on it, the trial starts somewhere else — and your analytics never records the visit that never happened.
Answer layer
Usually because the engine cannot find a clear, current, machine-readable source that states what you do and who you’re for.
Models prefer pages that answer the buyer’s question in plain text over marketing copy that talks around it.
SEO ranks your page in a list of links.
Answer-engine visibility decides whether the model names you inside its written answer, often with no click at all. You can rank first on Google and still be absent from the AI answer.
Both.
Your own pages set the framing; third-party mentions — reviews, docs, comparisons — are the corroboration a model looks for before it will name you with confidence.
Run the prompts your buyers actually type through the answer engines and record whether you’re named, how you’re framed, and who appears alongside you.
That is exactly what the free audit does.
Two minutes · one number
The free audit runs live probes with the buyer prompts above already filled in. You get the visibility number, the citations behind it, and three concrete moves — no fabricated metrics.