Use case · SaaS
Buyers ask AI for the best tool. Be the one it names.
Software buyers start with "what's the best [category] tool?" The answer is a shortlist of two or three products. If you're not on it, you're not in the evaluation.
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01 · The queries
What your buyers actually ask AI.
Live, high-intent prompts in your category — the kind a buyer runs minutes before they decide who to contact. We map 80+ of them per engagement and re-run the set every week.
- 01“best CRM for small agencies”
- 02“Notion vs [you] for [use case]”
- 03“cheapest [category] tool with an API”
- 04“what do people say about [you] on Reddit?”
- 05“best [category] software for [vertical]”
02 · The sources
Where AI looks for saas.
Every industry has its own citation landscape. These are the sources engines reach for when composing an answer in your category — and where we do the work.
- 01
G2, Capterra, TrustRadius
Review platforms AI leans on for feature comparison and category authority.
- 02
Reddit, Hacker News, comparison posts
The web-index layer pulls heavily from candid third-party discussion.
- 03
SoftwareApplication schema + docs
Structured pricing, integrations, and feature markup engines can parse cleanly.
03 · What we do
Built for saas.
We map the comparison and alternative queries that decide deals, earn placement in the review and editorial sources engines cite, and structure your product data so AI describes your features accurately — not the way a competitor framed you.
3
names in a typical AI shortlist. We get you on it.
5
engines monitored, including ChatGPT and Perplexity browse.
Weekly
re-runs across your highest-intent buyer queries.