Developer Tools / Monitoring

Lettertrace

Open-source BYOK telemetry for tracking how a brand appears in AI assistant answers. It generates topic-based prompts, runs them across multiple models with your own keys, detects mentions, and charts visibility, sentiment, and share of voice over time.

Clear28/30
Useful27/30
Specific15/20
Complete12/20
Lettertrace screenshot

Why it was accepted

The page clearly describes a real AI-adjacent product with a focused use case: monitoring brand visibility in AI assistant responses. The README shows how it works, what it measures, which models it supports, and how to get started, which is enough for a useful public listing.

Weakness

The crawl cuts off partway through the setup section, so a visitor cannot see the full installation flow, deployment path, or whether there are screenshots, demos, or hosted docs beyond the README.

Review status

63 days ago #1626 ↓ -2

Last evaluated 63 days ago. Current rank #1626. Down 2 spots in the rankings.

Score history

82

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