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Zulip Engineering Benchmarks

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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

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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