Outline Engineering Benchmarks
Knowledge Management
GitHub
As of October 26, 2026, Outline has 1,790 merged pull requests, 0.5 hours median cycle time, 0.1 hours median review time, and 15 active contributors in the last 90 days. AI-related signals appear on 6.6% of recent work.
PRs with AI-related signals ship 18% faster 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
10.4h
with signals
12.6h
baseline
-17.5%
difference
AI-Related Signals
33.6%
238 of 708 PRs show AI-related signals
Flagship Repositories
Repository Comparison
| Repository | PRs | AI Signals | Cycle Time | Review Time |
|---|---|---|---|---|
| Outline flagship | 1790 | 1.4% | 0.4h | 0.0h |
Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 6 hours, 19 minutes ago.
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