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9,582 products · 46,183 snapshots
All candidates

GBrain Tools

A password manager for AI

View product page →
Editorial score
25.3
100th percentile of this pass
Evidence coverage
25%
6 of 8 dimensions measured
Model confidence
80%
openrouter
Surprise
31
attention vs fundamentals
Platform divergence
—
external side not measured
Investigate

Ranks high on little evidence. Worth a look, but verify before committing.

How the score was built

Unmeasured dimensions are excluded from the average rather than counted as zero, so the remaining weights are renormalised. The share column is the weight each one actually carried.

DimensionValueBase weightActual share
Trend5020%24%
Story10020%24%
Novelty615%18%
Business815%18%
Revenuenot measured10%—
Founder7510%12%
Cross-platformnot measured5%—
Timeliness1005%6%

Not measured: Revenue, Cross-platform. These are gaps in our data, not findings about the product.

Why this is a story

TrendingHigh attention and high momentum.
  • Founder storyThe founder's track record is the story. · primary
Evidence

Signal: 51 out of 100; Founder: Garry Tan, 17 previous launches, 5 successful.

Model brief

Garry Tan has launched 17 products, with 5 achieving notable success.

What happened
GBrain Tools, a password manager for AI, was launched by Garry Tan.
Why it's interesting
The founder's extensive experience suggests a high potential for this product's success.
The bigger story
This reflects a trend of integrating AI into security solutions, addressing user privacy.
Why now
This launch highlights the intersection of AI and cybersecurity, a growing concern.

scored 2026-10-16T18:37:44.226Z · classified 2026-10-16T18:37:44.226Z