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Zulip Engineering Benchmarks

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As of October 26, 2026, Zulip has 1,344 merged pull requests, 18.0 hours median cycle time, 13.5 hours median review time, and 36 active contributors in the last 90 days. AI-related signals appear on 3.5% of recent work.

PRs with AI-related signals take 42% 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

109.4h
with signals
76.9h
baseline
42.4%
difference

AI-Related Signals

5.5%
11 of 199 PRs show AI-related signals

Repository Comparison

Repository PRs AI Signals Cycle Time Review Time
Zulip flagship 1344 0.0% 12.0h 43.6h

Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 3 hours, 39 minutes ago.

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