Umami Engineering Benchmarks
Product Analytics & Observability
GitHub
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
Flagship Repositories
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.
See Your Team's Benchmarks