v1 Prototype
Engineering Productivity
936 engineers · model v1.2-2026-05 · role-scoped · 90d window
Last updated
May 21, 2026
Team
Role
Window
Fleet Summary
PR Cycle Time
9.6h
DORA HighP50 median · open → merge · 90d
+336% vs industry P50 · target: 2.2h
Deploy Frequency
2.6/wk
avg · filtered engineers
Flat
Composite Score
Top192
Strong140
Core187
Dev187
Limited230
n=936 · avg 50 · role-scoped
Monthly AI Spend
$93.6k
$100/personClaude$38.4k
Cursor$25.9k
Copilot$14.6k
Glean$9.0k
+18% MoM
Performance vs AI Spend · Per Engineer
TopStrongCoreDevelopingLimited
PR Cycle Time · Weekly Trend
P25–P75 spreadP50 medianDORA Elite ≤1hDORA High ≤24h
Spread from P25 (fast, same-day) to P75 (large / cross-timezone PRs). Target: narrow the band, not just move the median.
Score by Role
Role-scoped normalization — compare within role, not acrossFrontend SWE
44
P25
75
P50
84
P75
15 engineers
Platform SWE
42
P25
69
P50
87
P75
126 engineers
Backend SWE
42
P25
66
P50
83
P75
287 engineers
Mobile SWE
42
P25
55
P50
81
P75
65 engineers
Eng Manager
18
P25
45
P50
58
P75
28 engineers
Data SWE
17
P25
33
P50
63
P75
128 engineers
QA / SDET
16
P25
32
P50
51
P75
197 engineers
ESYS SWE
13
P25
32
P50
59
P75
90 engineers
Work Allocation · 12-Month
Coming soon — indicative onlyFeaturesMaintenanceFixes
Requires DX AI PR classification pipeline — real data coming Q3
Delivery Flow · 90d
5.5d
Avg Cycle Time
-72%
2.6/wk
Deploy Frequency
Flat
3d
PR → Production
-114%
7.8%
Change Fail Rate
-105%
Quality Outcomes · fleet-wide
3.8%
Change Failure Rate
-2%
4.2%
Defect Leakage
+1%
47 min
MTTR
-18%
5.1%
Reopen Rate
Flat
Infrastructure metrics — not role/team scoped
Teams
51 teams · showing 1–25 · role-scoped roll-up
| Team | HC | Avg Score | AI Spend/mo | Score Trend | |
|---|---|---|---|---|---|
| Artificial Intelligence - Software Engineering | 1 | 100 | $2283 | -5% | |
| Safety | 10 | 85 | $6272 | +5% | |
| Platform Security | 6 | 82 | $455 | Flat | |
| Safety - Media | 6 | 79 | $224 | +14% | |
| Safety - DashCam | 5 | 79 | $592 | +7% | |
| Platform | 23 | 73 | $1307 | +2% | |
| Backend | 2 | 72 | $230 | +11% | |
| Platform - IoT | 9 | 71 | $2107 | +1% | |
| Artificial Intelligence | 1 | 70 | $67 | +4% | |
| Platform - Developer Productivity | 7 | 67 | $1619 | +7% | |
| Platform Engineering | 49 | 67 | $6150 | -3% | |
| Platform - AppArch | 11 | 67 | $707 | +6% | |
| Frontend | 15 | 65 | $3349 | +5% | |
| Software Engineering | 83 | 64 | $10326 | +13% | |
| Annotation Tool - Backend | 4 | 64 | $317 | -3% | |
| Vehicle and Telematics | 138 | 63 | $14158 | +7% | |
| Safety - DashCam Software | 9 | 63 | $1210 | -2% | |
| Applied Science | 5 | 60 | $1207 | -4% | |
| CTO Org | 2 | 60 | $0 | +9% | |
| Mobile | 65 | 58 | $8947 | +5% | |
| Business Intelligence | 9 | 58 | $9 | +6% | |
| Platform - AppArchUS | 2 | 57 | $2115 | +12% | |
| Telematics | 8 | 56 | $724 | +10% | |
| Annotation Tool | 13 | 50 | $1017 | +4% | |
| Platform - AppArchINPK | 3 | 48 | $113 | +6% |
Rows per page
Page 1 of 3
Score Trend = composite score % change vs prior 30d · team scores are averages within team
Model v1.2-2026-05 · Role-scoped · 90d windowView Metric Catalog →