AI Visibility for B2B SaaS: be on the shortlist before the first sales call

The analyst-style prompt — “best webinar platform for a distributed company,” “alternatives to the incumbent for mid-market” — is where shortlists form now. Engines compose the answer from comparison posts, docs and review sites, and the brands cited in that answer are the consideration set. If you're not in it, your SDRs are working a list you already lost.

The good news: this is winnable terrain, because it's measurable. Citation share behaves like a market-share number. You can benchmark it, attack it competitor by competitor, and watch a specific fix move a specific engine.

First-party context that engines trust: docs-style pages, comparison pages that answer the prompt directly, schema, llms.txt. For Airmeet, the discovery that help.airmeet.com gets the brand named in 98.9% of its citations versus 64.5% for the main site became a content program, not a slide in a deck — and we verified the engines responded.

Then we close the loop the way a RevOps team would: every shipped page is tied to the prompts it should move, and the next weekly run tells you whether it did. Not a vanity dashboard — a queue of fixes, each with a before and an after.