How it works
Data-driven, not AI-fabricated · Updated every morning · Every insight traces to real source posts
Why you can trust this
Most AI market research tools have AI write the conclusions — smooth, but you can't verify. We flip it: AI drafts only a few short text fields (the title, who it's for, the pain, why-now, and the representative quote), each pulled from real posts and tagged with its source. AI never invents a fact, a price, or a score. Every number — signals, platforms, rivals, prices — is computed by code from the raw data.
A real demand isn't one viral post. It's the same problem coming up on different platforms, raised by different people, in their own words. Every card has a full evidence pool of original posts — click through to verify yourself.
Where we're looking
The demand you'll see comes from the places builders and founders actually gather — where they ask for tools, complain about what's broken, and trade workarounds. We also track what's already shipping, so we can tell you whether the gap is genuinely open or just unfamiliar.
What makes a gap worth your time
When the same problem surfaces on multiple platforms, raised independently, that beats a single viral post every time. We measure how widely something is felt — not how loudly it's shouted in one place.
How many people are asking, and can what's already out there actually solve it? We line up existing products against the demand so you can tell a real gap from a discoverability problem.
Is this just emerging or already crowded? Window opening or closing? We pull trigger_date from real posts to anchor timing — not AI guesswork.
Every demand carries a pain level (low/med/high) plus a real post quote as evidence. Click through to verify. Extracted, not authored.
"I'd pay for that" is one kind of signal. "I'm already paying $X/month for something half-broken" is a much stronger one. We separate the two.
AI's role (important)
AI drafts a few short text fields per card — the title, who it's for, the pain, why-now, and the representative quote — each grounded in real posts and carrying a citation to its source. AI never invents facts, prices, or scores. Every number (signals, platforms, rivals, prices, dates) and the evidence pool is computed by code from the raw data.
It gets sharper the more you use it
What you expand, what you watch, what you skip — those signals help the rankings learn what's actually worth your attention.
What lands in front of you each morning
Full library of gaps, ranked by build likelihood. Expand any card to see: target buyer (aggregated from post user_types) · pain intensity + quote · trigger event + source link · payment evidence · real post evidence pool.
Free · sign up (free) to unlock the full library. No payment, ever. Every claim links back to the original post for verification.