Jira Metrics

Engineering Flow

AI-first executive view · Custom scope · last 30d

AI Bottom Line

AI-narratedcached· 2026-07-21 00:30 UTC

Over the last 30 days, this scope delivered 3 issues with very long active flow times; the main constraint is work aging in progress rather than intake or blocked WIP, and AI has no measurable owned contribution in this window.

AI ROI: data insufficient for the last 30d. 1 project in scope, none with stable AI vs Human cohort (n≥10 both sides) on Lead Time.
Investigate per project →

Headline KPIs · last 30d

Issues done
3
Last 8w
AI participation
0.0%
Last 8w
Lead Time (active)
69.1d
no trend
Cycle Time (active)
31.7d
no trend

AI insight

  • Where AI helps:One AI-touched item shows much shorter Jira flow lead time at 15.1 hours, but this is based on a single item and is directional only.
  • Where AI hurts:The same AI-touched cohort shows slower time to ready at 5.2 hours, but this is also a single-item result and not decision-grade.
  • Next focus:Focus the next review on clearing or re-scoping the three longest in-progress incidents before adding more active work.

AI in teams · 1 team

IMC[Engineering]: Incident Management
0.0% AI

3 completed · 33.3% AI-touched · 1 active agent

Bottom line

IMC improved (50.0%) in throughput. AI cohort too small for cycle comparison (n=0/2); no specific AI bottleneck stands out.

Issues done

3

+50.0% vs prev

AI-owned share

0%

+0.0 pp vs prev

AI-touched

1 (33%)

Lead Time (active)

69.1d

prev 23.4d

Cycle Time (active)

31.7d

TTR p50

0.5h

prev 15.5d

PR Review p50

WIP active

3

WIP blocked

0

AI insight

Where AI helps

No AI-owned metric is currently faster than the human cohort.

Where AI hurts

No AI-owned metric is currently slower than the human cohort.

AI cohort too small for direct comparison on this team.

Top AI bottleneck

no AI-owned cohort with stage data

Active agents · top 1

Oliver
91

Active bottlenecks · top 5

Workflow stageRelative wait timeMedian time
In Progress
61.5dp50

Top teams · by throughput

KeyTeamThroughputLead Time (active)Cycle Time (active)Active WIPBlocked WIPAI %
IMC[Engineering]: Incident Management369.1d31.7d300%

Data quality amber

Sync freshness1/1 synced
Latest sync1/1 OK
Config coverage1 status gap(s)
PR linkageno PR data

Report version: engineering-flow.v8 · metric definitions: 2026-05-24.audit18.v1

Period: 2026-06-222026-07-22 · scope: Custom scope (1 project)

Detail view (/overview) → — full per-metric tables, AI Period comparison, longest-stuck list.