Use Cases
Investors
Gauge market demand, track competitive landscapes, and identify emerging trends through authentic community signals.
Founder decks tell you what they want you to hear. Communities tell you what users actually think.
Start from the raw signal base
Not a report's summary but the raw corpus, still growing — every number drills down to source posts.
The real ledger, as of 2026-09
Diligence questions, mapped to signals
Hand the four classic diligence questions to unfiltered community discussion.
Is the demand real, or a narrative?
Hear unfiltered user sentiment on every deal's category
What do users actually feel?
Track demand trends from accumulated discussion volume
Does the "unique" claim hold up with users?
See the product weaknesses users complain about repeatedly
Did users flag the product weaknesses long ago?
Test "unique" claims against real community comparisons
Methodology first
Before you cite a number, read how it is defined.
- Signal pain score (1-5)
- A quantified severity score the AI assigns to every insight, combining engagement, sentiment intensity, and discussion concentration. Scores rank signals; they are not investment advice.
- Multi-source cross-check
- Related discussions appearing around the same time on Hacker News are linked automatically, so you can spot signals that resonate across platforms.
- Source traceability
- Every signal keeps a direct link to the original post or article — full context, reviewable, no black-box summaries.
Your diligence workflow
Community signal at every stage of the deal
Scope the category
Map how users discuss the problem space and its incumbents.
Read the demand trend
See whether discussion volume and severity are growing or fading.
Compare the players
Check what users praise and roast about each competitor.
Pressure-test the wedge
Confirm the claimed differentiator shows up in real conversations.
Recommended Features
Invest with community-backed confidence
Add community intelligence to your due diligence process.