Department

Developer Experience

28 engineers · 4 teams

Operating lift

1.52/ 2

+0.08 QoQ

AI adoption

98%

of engineers

$ / seat · mo

$309

Trained

79%

22/28 engineers

Top outcome

28% fewer bugs reaching prod since the trained cohort ramped.

Teams in this departmentClick a team

Platform ToolingLead · Marcus Feld

1.5899%

Code Review SystemsLead · Grace Okafor

1.4997%

CI/CDLead · Noah Bergström

1.4496%

Developer PortalLead · Liam Doherty

1.3895%

Recommended actions

Developer ExperienceCoach cohort

Review standards are holding and spend discipline is strong; the open gap is workflow depth on AI PRs.

Model routingExpand rollout

Standard-tier routing on refactors is a repeatable win ready to expand to peer departments.

All recommendations

How Developer Experience uses AI

Full tasks

AI completes multi-step work end-to-end

45%

Code suggestions

inline help while engineers type

33%

Q&A

asking the AI questions

15%

Review help

AI checks code before it ships

Training liftJan → Jun 2026

PRs using AI agents83% · was 45%

Reviews with AI notes80% · was 52%

Runs with context summary74% · was 48%

AI PRs with eval hooks68% · was 34%

SpendSpend page

$ / issue

$119

$ / seat · mo

$309

$ / 1k lines

$21

Hours / issue

6.2

Budget used · month60% of $16.0k