Jira Metrics

Engineering Flow

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

AI Bottom Line

AI-narratedcached· 2026-07-21 00:31 UTC

Throughput fell sharply this period while flow remained slow and highly blocked, with most elapsed time accumulating before work becomes ready rather than during active execution.

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
21 61.8%
Last 8w
AI participation
0.0%
Last 8w
Lead Time (active)
24d 7.9%
no trend
Cycle Time (active)
4d 53.1%
Last 8w

AI insight

  • Where AI helps:AI-touched items showed lower lead time and faster time to ready than the team baseline, but the sample is directional only.
  • Where AI hurts:AI-touched items had longer cycle time than the team baseline; with only two items, treat this as directional only.
  • Next focus:Reduce blocked WIP and clear hold/testing-failure queues before pulling additional work.

AI in teams · 1 team

TDOTTripledot
0.0% AI

21 completed · 9.5% AI-touched · 2 active agents

Bottom line

TDOT declined (-61.8%) in throughput. AI cohort too small for cycle comparison (n=0/21); no specific AI bottleneck stands out.

Issues done

21

-61.8% vs prev

AI-owned share

0%

+0.0 pp vs prev

AI-touched

2 (10%)

Lead Time (active)

24d

prev 22.2d

Cycle Time (active)

4d

prev 8.6d

TTR p50

19.9d

prev 7d

PR Review p50

WIP active

28

WIP blocked

18

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 2

Nikolaos
51
Oliver
10

Active bottlenecks · top 5

Workflow stageRelative wait timeMedian time
Failed On Testing
1.5dp50
On Hold
1.4dp50
In Progress
17.4hp50
Ready For Live
4.7hp50
Ready To Test
1.4hp50

Top teams · by throughput

KeyTeamThroughputLead Time (active)Cycle Time (active)Active WIPBlocked WIPAI %
TDOTTripledot2124d4d28180%

Data quality amber

Sync freshness1/1 synced
Latest sync1/1 OK
Config coverageall configured
PR linkage1 projects ≥60%

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.