Engineering Flow
AI-first executive view · Custom scope · last 30d
AI Bottom Line
Throughput increased to 42 issues done, but flow remains constrained by long active wait states—especially Waiting for Client—and there were no successful deployment runs in the period.
Headline KPIs · last 30d
AI insight
- Where AI helps:The single AI-owned completion was faster than the overall median on lead time, cycle time, and time to ready, but the sample is one item so this is directional only.
- Where AI hurts:AI-touched work ran slower than the overall median on lead time and cycle time, indicating AI involvement is concentrated in more delayed work rather than showing a clear flow benefit here.
- Next focus:Reduce external dependency wait and clean up long-stuck in-progress work before adding more demand.
AI in teams · 1 team
42 completed · 38.1% AI-touched · 2 active agents
Bottom line
ADS improved (23.5%) in throughput. AI-vs-Human cycle comparison is directional only (sample too small) (n=1/41); the main AI bottleneck is Ready For Review.
Issues done
42
+23.5% vs prev
AI-owned share
2%
-6.4 pp vs prev
AI-touched
16 (38%)
Lead Time (active)
3.8d
prev 8.1d
Cycle Time (active)
2.9d
prev 3d
TTR p50
0.1h
prev 0.2h
PR Review p50
—
WIP active
30
WIP blocked
14
AI insight
Where AI helps
No statistically stable AI advantage detected yet. Directional-only signals below numerically favor AI but sample size is below threshold.
Where AI hurts
No AI-owned metric is currently slower than the human cohort.
Directional only (sample too small)
- · Cycle Time (active): AI 1.1d vs Human 3.8d (n=1/41, below 20)
- · Lead Time (active): AI 1.1d vs Human 3.9d (n=1/41, below 20)
- · Time to Ready p50: AI 0h vs Human 0.1h (n=1/41, below 20)
Top AI bottleneck
Active agents · top 2
AI Period: compare · intro 2025-08-01
Active bottlenecks · top 5
Top teams · by throughput
| Key | Team | Throughput | Lead Time (active) | Cycle Time (active) | Active WIP | Blocked WIP | AI % |
|---|---|---|---|---|---|---|---|
| ADS | Advertisement | 42 | 3.8d | 2.9d | 30 | 14 | 2% |