We scored 847 indie AI tool listings out of 100. The average score was 41. What keeps coming up.
Since building Compass AI into IndieAIs we have been running listing audits on tools across every category.
The average score is 41 out of 100.
The most common failures in order:
Headlines that describe the tool instead of the benefit — 78% of listings
No screenshots showing the tool actually working — 71% of listings
Descriptions that are feature lists with no identified pain — 69% of listings
Wrong category creating wrong audience — 34% of listings
No differentiation from obvious alternatives stated — 81% of listings
These are not product problems. They are surface problems. The tool could be excellent. If the listing does not communicate it correctly nobody finds out.
Compass AI audits your listing and tells you exactly what to fix in order of impact.
Early access open. 100 credits included.
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