Evidence-backed, not AI-vibes

Turn scattered Reddit threads into opportunity briefs you can actually defend.

For indie SaaS founders deciding what to build next. Paste a discussion, and EvidenceBrief ranks the recurring pains people describe in their own words — with the exact quote and source behind every claim.

01

Drop in the discussion

Add a public Reddit thread URL or paste raw discussion text straight from a forum, Slack export, or support inbox.

02

EvidenceBrief reads it closely

Every post, comment, and paragraph is broken into quotable units before anything is summarized.

03

Get a ranked, cited brief

Recurring pains are ranked by how often real users describe them — each one links back to the exact words.

Sample brief excerpt · illustrative

Every ranked pain shows its receipts.

No unsupported recommendations. Each pain in a brief carries a frequency count, a confidence level, and the verbatim quotes that back it up — traceable straight to the original Reddit comment or pasted line.

#1 Onboarding takes too long to show valueHigh confidence
Frequency 53 sources
“I gave up after the third setup screen, I just wanted to see one real result.”

r/SaaS · comment · illustrative example