Adoption
Department

Enterprise Enablement

26 engineers · 3 teams

Operating lift
1.26/ 2
+0.01 QoQ
AI adoption
92%
0%
of engineers
$ / seat · mo
$324
1%
Trained
69%
18/26 engineers
Top outcome

23% fewer bugs reaching prod since the trained cohort ramped.

Recommended actions
Enterprise EnablementMeasure first

Workshop tooling is ramping and playbooks landed; spend discipline on demos is the watch item.

Field DeliveryCoach cohort

Field branches show autocomplete drift — an agent-mode handoff clinic should tighten habits.

All recommendations
How Enterprise Enablement uses AI
Full tasks
AI completes multi-step work end-to-end
42%
Code suggestions
inline help while engineers type
34%
Q&A
asking the AI questions
17%
Review help
AI checks code before it ships
7%
Training liftJan → Jun 2026
PRs using AI agents69% · was 37%
Reviews with AI notes66% · was 43%
Runs with context summary61% · was 40%
AI PRs with eval hooks56% · was 28%
$ / issue
$137
8%
$ / seat · mo
$324
1%
$ / 1k lines
$24
6%
Hours / issue
7.1
8%
Budget used · month65% of $16.0k