Are you recommended?
Track first picks, shortlist appearances, answer share, and citations across provider-native live search answers.
AI recommendation intelligence for SaaS
See when AI recommends your SaaS, why competitors get picked instead, and exactly what to fix next.
BIGGEST ANSWER GAP
Competitors substantiate “easy setup.” You only claim it.Fix: add time-to-value proof to 3 comparison pages →The whole loop
Rankings alone create anxiety. The product should tell you what changed, what matters, and what to ship.
Track first picks, shortlist appearances, answer share, and citations across provider-native live search answers.
Compare the public evidence agents can retrieve: positioning, proof, pricing, authority, and freshness.
Get a ranked action queue with the exact page, claim, proof point, or third-party mention to pursue next.
How it works
One public URL. Zero credentials.We turn your category, audience, competitors, and use cases into a repeatable set of buying questions.
We run those prompts on a named answer surface, normalize every recommendation, and preserve the source answer.
You ship an evidence-backed fix, rerun the same test, and see whether recommendation share moved.
We won’t pretend to read a model’s mind. Diagnoses are observable differences between you and the products it picks. Causality is earned by shipping a fix and rerunning the same prompt set.
Built for action
Every loss becomes a specific, prioritized move your tiny team can actually make.
Four competitors rank because they state price and setup time on the page agents cite. Your pricing page does neither.
Absent in 17/20 responses
Present on 4/4 winning pages
Your baseline is free