Jira Metrics

Engineering Flow

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

AI Bottom Line

Templated

Throughput declined (-80.0%) and AI participation steady. Not enough samples for AI/Human comparison this period (n<20 across all metrics).

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
1 80.0%
Last 8w
AI participation
0.0%
Last 8w
Lead Time (active)
4.9h 98.5%
no trend
Cycle Time (active)
Last 8w

AI insight

  • Where AI helps:Not enough samples for AI/Human comparison this period (n<20 across all metrics)
  • Next focus:Reduce wait time in In Progress (currently 3.5d) — this is the team-wide bottleneck.

AI in teams · 1 team

IMC[Engineering]: Incident Management
0.0% AI

2 completed · 50.0% AI-touched · 1 active agent

Bottom line

IMC declined (-66.7%) in throughput. AI cohort too small for cycle comparison (n=0/0); no specific AI bottleneck stands out.

Issues done

2

-66.7% vs prev

AI-owned share

0%

+0.0 pp vs prev

AI-touched

1 (50%)

Lead Time (active)

29.6d

prev 20.2d

Cycle Time (active)

prev 0h

TTR p50

6.4h

prev 4.8d

PR Review p50

WIP active

2

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
29

Active bottlenecks · top 5

Workflow stageRelative wait timeMedian time
In Progress
3.5dp50

Top teams · by throughput

KeyTeamThroughputLead Time (active)Cycle Time (active)Active WIPBlocked WIPAI %
IMC[Engineering]: Incident Management229.6d200%

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: 2026-08-202026-09-19 · scope: Custom scope (1 project)

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