Zulip Engineering Benchmarks
Communication & Notifications
GitHub
As of September 11, 2026, Zulip has 1,220 merged pull requests, 18.1 hours median cycle time, 13.4 hours median review time, and 36 active contributors in the last 90 days. AI-related signals appear on 3.8% of recent work.
PRs with AI-related signals take 33% 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
92.5h
with signals
69.6h
baseline
33.0%
difference
AI-Related Signals
5.7%
9 of 158 PRs show AI-related signals
Flagship Repositories
Repository Comparison
| Repository | PRs | AI Signals | Cycle Time | Review Time |
|---|---|---|---|---|
| Zulip flagship | 1220 | 4.6% | 25.9h | 20.4h |
Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 2 hours, 3 minutes ago.
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