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Umami Engineering Benchmarks

Product Analytics & Observability GitHub
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As of October 26, 2026, Umami has 195 merged pull requests, 38.2 hours median cycle time, 0.7 hours median review time, and 32 active contributors in the last 90 days. AI-related signals appear on 5.6% of recent work.

PRs with AI-related signals take 15% longer than the baseline.

Delivery Trend and AI Signals

PR Backlog (Humans)

Excludes AI agents and automation accounts.

PR Backlog (AI Agents)

AI coding agents only.

Cycle Time by AI-Related Signals

73.8h
with signals
64.4h
baseline
14.6%
difference

AI-Related Signals

14.3%
7 of 49 PRs show AI-related signals

Repository Comparison

Repository PRs AI Signals Cycle Time Review Time
Umami flagship 195 16.7% 12.2h 0.1h

Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 6 hours, 44 minutes ago.

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