Trigger.Dev Engineering Benchmarks

Trigger.dev · GitHub · Updated June 3, 2026

Trigger.Dev delivery benchmarks are based on 123 merged pull requests in the last 30 days (630 all-time), with 3.5 hours median cycle time, 0.1 hours median review time, and 11 active contributors. AI-related signals appear on 12.2% of recent work. PR volume is up 86% compared to the prior period.

Median Cycle Time
3.5h
PR open to merge
Median Review Time
0.1h
first review to approval
AI-Related Signals
12.2%
directional signal across recent PRs
Best Signal Fast Delivery
3.5h
Median cycle time of 3.5h

Repo vs Trigger.dev Average

-5.9pp
AI Signals
+1.5h
Cycle Time
0.0h
Review Time

Delivery Trend and AI Signals

PR Backlog (Humans)

Excludes AI agents and automation accounts.

PR Backlog (AI Agents)

AI coding agents only.

Top AI Coding Agents

Most active AI coding agents in the last 90 days.

AI Signals vs Cycle Time

Correlation

moderate positive
r = 0.45 (14 weeks)

Cycle Time by AI-Related Signals

34.4h
with signals
18.9h
baseline
82.3%
difference

PR Breakdown

111 with signals / 128 total PRs

Top AI Tools

devin 88
coderabbit 56
claude 18
chatgpt 2
copilot 1

PR Type Breakdown

bugfix 44
feature 34
chore 16
ci 12
unknown 8
docs 7

Methodology

Metrics are computed from merged pull request data synced daily from GitHub. AI-related metrics are directional signals inferred from pull request activity patterns and heuristics. Summary metrics use a 30-day rolling window; trends use a 90-day window. Last updated 16 hours, 20 minutes ago.

Updated daily from public GitHub pull requests.

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