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PostHog Analytics Engineering Benchmarks

Product Analytics & Observability GitHub
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As of October 26, 2026, PostHog Analytics has 32,549 merged pull requests, 5.9 hours median cycle time, 0.1 hours median review time, and 296 active contributors in the last 90 days. AI-related signals appear on 47.4% of recent work.

PRs with AI-related signals ship 19% 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

17.7h
with signals
21.9h
baseline
-19.0%
difference

AI-Related Signals

69.3%
11042 of 15944 PRs show AI-related signals

Repository Comparison

Repository PRs AI Signals Cycle Time Review Time
PostHog flagship 25380 78.7% 3.9h 0.1h
PostHog JS 1759 48.9% 19.0h 0.8h
PostHog Python 382 60.0% 22.9h 8.0h
PostHog.com 5028 39.2% 4.4h 1.7h

Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 1 hour, 41 minutes ago.

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