How is Gumroad delivering recently?

Gumroad has 0.95 hours median cycle time, 0.11 hours median review time, and 711 merged pull requests in the last 30 days.

What AI-related signal share does Gumroad show?

AI-related signals appear on 32.63% of Gumroad pull requests in the current summary window.

How many active contributors does Gumroad have?

Gumroad has 9 active contributors in the last 30 days.

Gumroad Engineering Benchmarks

Antiwork · GitHub · Updated July 28, 2026

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Gumroad delivery benchmarks are based on 711 merged pull requests in the last 30 days (1,966 all-time), with 1.0 hours median cycle time, 0.1 hours median review time, and 9 active contributors. AI-related signals appear on 32.6% of recent work. PR volume is up 261% compared to the prior period.

Median Cycle Time

1.0h

PR open to merge

Median Review Time

0.1h

first review to approval

AI-Related Signals

32.6%

directional signal across recent PRs

Best Signal Growing Cadence

+261%

PR volume up 261% vs prior period

Repo vs Antiwork Average

-22.5pp

AI Signals

-0.6h

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.

copilot-swe-agent
1 PRs (100.0%)

Cycle Time by AI-Related Signals

10.4h

with signals

8.3h

baseline

25.3%

difference

PR Breakdown

265 with signals / 717 total PRs

Top AI Tools

claude 171

claude_code 57

greptile 40

ai_generic 15

chatgpt 12

PR Type Breakdown

unknown 446

bugfix 110

feature 96

docs 30

refactor 8

test 7

Recent Pull Requests

View PR Explorer

Title	Author	AI
Convert the Stripe balance from the account's own currency …	gumclaw	AI
Rebuild the audience member row when a buyer re-subscribes	gumclaw	—
Key Pix's IOF option on the account's country, not on who o…	gumclaw	—
Hold payouts above a 1% chargeback rate instead of 3%	gumclaw	—
Reverse Stripe transfers in the transfer's own currency	gumclaw	—

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 29 minutes ago.

Updated daily from public GitHub pull requests.

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