whybother Labs · Developers

Adoption impact

Your team is producing more code. We built the dashboard around the metric that moved.

Adoption cohort. Weekly totals, compared with rollout. One maintainer throughout.

Lines written: up 30%. Things shipped: same. Reviewer: tired.

Lines written / week

13,000Up 30% from rollout

Things shipped / week

3Unchanged from rollout

PRs awaiting review / day

40Maintainer load: 1 PR/day → 40 PR/day

Reviewer

tired7 hours/day reading diffs

The adoption cohort

Generated code is counted on arrival. Shipped work is counted after review. These events are increasingly far apart.

Full cohort · dots mark the selected week; sparklines use independent vertical scales. PRs and review hours are daily averages.
PeriodLines / weekShipped / weekPRs / dayReview hours / day
Rollout10,000310.5
Week 111,000381.5
Week 211,8003163.0
Week 312,4003285.0
Week 413,0003407.0

The new contribution standard

Every generated PR includes a structured explanation. The maintainer can read it before reading the explanation of the explanation.

### 📝 Summary
Improves the empty state discovered during the fix.

### 🔧 Changes
Adds an empty state for the empty state.

### 🧪 Testing
Confirmed the PR description renders correctly.

### 🚀 Delivery
Ready for the maintainer's final implementation.

Closes: nothing.

Required fields: all four headings. Acceptance criteria: supplied by the reviewer.

Complete the delivery pipeline

Generation is included. Reading every diff is available as a separate engagement.

Billed for the time spent understanding the change. Includes asking why the settings page needed another one.

Meet the human who reads the diffs →