Use cases
Who uses agent visibility, and for what
The same measurement, read differently depending on what you sell.
SaaS and software
Buyers ask assistants for "the best tool for X" before they ever open a comparison site.
- See which competitors are named for your market and the reasons they get credited with
- Find the roundups and review sites agents pull from, and whether you are on them
- Fix pricing that is invisible as text, missing schema, and a homepage that never states the category
Ecommerce and consumer brands
Assistants shortlist products and increasingly complete the purchase.
- Measure whether your products appear for the questions buyers actually ask
- Check that specifications, prices and availability are readable without JavaScript
- Prepare for agent-driven shopping: product feeds, structured offers, machine-readable pricing
Local and service businesses
"Who should I hire near me" is now answered by an assistant.
- See which providers agents recommend for your service and area
- Check name, address and category consistency across the pages agents read
- Get briefs for the directories and review sites that keep showing up in answers
Agencies and consultants
Clients ask what AI says about them, and they want evidence.
- Run a check per client and hand over a report with counts, intervals and raw evidence
- Use the readiness score as an objective, versioned scope of work
- Prove the work: mark a change, re-probe weekly, report only significant movement
Common questions this answers
- Which competitors do assistants recommend instead of us, and why?
- Where do assistants get their information about our market?
- What on our site can an AI crawler not read?
- Did last month's changes actually move anything?
Check your own site, or read the methodology first.