AI Product Opportunity
For product managers

Roadmap bets deserve evidence, not opinions.

Every planning cycle turns into a battle of opinions — the loudest stakeholder wins, and the market gets a vote much too late. Walk in instead with scored opportunities backed by citations: real pain points from real users, monetization signals, and competitive openness you can defend line by line.

Why product managers use it

Every score traces to sources you can open — put citations, not vibes, in the planning deck.

Four weighted pillars (Demand, Monetization, Buildability, Openness) mirror how roadmap bets are actually judged.

Leaderboards re-rank on every discovery run, so the intel is living — not a PDF that ages in a week.

Live from the leaderboards

The boards product managers watch

Live free-tier snapshots from broad B2B verticals where product teams place their next bets.

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Questions product managers ask

Frequently asked questions

How is this different from analyst reports or survey-based market research?

Analyst reports are opinion syntheses that age quickly. Our leaderboards are built from primary signals — developer communities, support forums, research, marketplaces and the open web — refreshed on every discovery run, and every score is backed by citations you can open and verify yourself.

Can I use the evidence in internal roadmap documents?

Yes. Each opportunity ships with cited evidence items (the actual URLs), a full scoring breakdown across twelve dimensions, and analysis of market, competition and feasibility — exactly the material a roadmap one-pager or opportunity assessment needs.

Does the scoring reflect willingness to pay?

Monetization is 30% of every score and looks at budget owners, comparable products and pricing headroom. Dimensions without verified evidence are capped, so a high monetization score means the willingness-to-pay signal was actually found — not assumed.

We're not building new products — is this still useful?

Yes. The same leaderboards double as a map of unmet demand in your market: recurring pain points are feature-gap intel for existing products, and the Openness pillar shows where competitors are (or aren't) already entrenched.

How current is the data?

Leaderboards update on a rolling basis — each discovery run sweeps the sources again, re-scores what it finds, and re-ranks. Score history is append-only, so you can also see how an opportunity has trended over time.

More general questions are answered on the FAQ page.

Evidence first. Then conviction.

Free to start — no credit card required.

Also built for indie hackers, agencies and investors.