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 — sounds smooth, but you can't verify. We flip it: AI only does 3 things (classify / translate / summarize). All insight fields (target buyer, pain intensity, trigger event) are code-extracted from real posts.
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 only does two things per card: generate an SEO title + a one-sentence sentiment summary. All other fields (target buyer, pain intensity, trigger timing, evidence pool, platform distribution) are code-aggregated from real data. No AI fabrication.
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
Top 10-40 gaps, ranked by data-driven scoring. Expand any card to see: target buyer (aggregated from post user_types) · pain intensity + quote · trigger event + source link · payment evidence · Top 10 real post evidence pool.
No signup. No paywall. Every claim links back to the original post for verification.