Jira Metrics

Engineering Flow

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

AI Bottom Line

Templated

Throughput declined (-54.8%) and AI participation decreased (-11.3 pp). 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
52 54.8%
Last 8w
AI participation
0.0% 100.0%
Last 8w
Lead Time (active)
4.6d 66.3%
no trend
Cycle Time (active)
2.1d 68.7%
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 On Hold (currently 17.2d) — this is the team-wide bottleneck.

AI in teams · 1 team

EVOPlatforms Evolution
0.0% AI

52 completed · 1.9% AI-touched · 0 active agents

Bottom line

EVO declined (-55.2%) in throughput. AI cohort too small for cycle comparison (n=0/52); no specific AI bottleneck stands out.

Issues done

52

-55.2% vs prev

AI-owned share

0%

-11.2 pp vs prev

AI-touched

1 (2%)

Lead Time (active)

4.6d

prev 13.7d

Cycle Time (active)

2.1d

prev 6.8d

TTR p50

1.3d

prev 1.7d

PR Review p50

WIP active

44

WIP blocked

5

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 0

none in window

AI Period: compare · intro 2026-04-02

Active bottlenecks · top 5

Workflow stageRelative wait timeMedian time
On Hold
17.2dp50
Waiting for Client
16.2dp50
Ready For Staging
4.5dp50
PM/Client Review
2.7dp50
Ready For Review
22.2hp50

Top teams · by throughput

KeyTeamThroughputLead Time (active)Cycle Time (active)Active WIPBlocked WIPAI %
EVOPlatforms Evolution524.6d2.1d4450%

Data quality amber

Sync freshness1/1 synced
Latest sync1/1 OK
Config coverageall configured
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.

133 tickets excluded — managed centrally.