Jira Metrics

Overview

How the team is doing and where AI is showing up.

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Period
Scope
Filters

Right now · Last 30d

Issues done

105

53.7%

AI participation

0.0%

6.2%

Lead Time (active)

4.7d

33.7%

Cycle Time (active)

1.6d

71.1%

Time to Ready p50

2.8d

181.2%

WIP active

252

6.8%

WIP blocked

65

1.6%

Deploys / week

4.9

38.0%

Bug rate / week

3.3

82.1%

Trend · last 8 weeks

Throughput

AI %

Cycle Time (active, h)

AI impact

MetricAI medianHuman medianΔ%
Cycle Time (active)AI: n=0Human: 1.6dn=104⚠ n<20
Lead Time (active)AI: n=0Human: 4.7dn=105⚠ n<20
Time to Ready p50AI: n=0Human: 2.8dn=105⚠ n<20
PRs mergedAI: 0Human: 30
PR review p50AI: n=0Human: 3.1hn=7⚠ n<20

Before vs After AI

MetricBefore AIAfter AIΔ
Lead time p50 (raw, days)19.2dn=24058.4dn=994 56.3%
Throughput / week12.5n=240514.6n=994 17.3%
AI participation (%)0n=240512.6n=994
Deploys / week0.2n=92.1n=122
Change failure rate (%)18.2n=1133n=182
Per-project breakdown (2 projects)
ADSAdvertisementsplit: 2025-08-01
mode: compare
Before AI55 weeks · n=193
Lead Time (raw)
23d
Throughput / wk
3.5
AI %
0%
Deploys / wk
0.2
Change fail rate
18.2%
Deployments
11
After AI59 weeks · n=481
Lead Time (raw)
5.8d
Throughput / wk
8.1
AI %
4.6%
Deploys / wk
2.1
Change fail rate
33%
Deployments
182
EVOPlatforms Evolutionsplit: 2026-04-02
mode: compare
Before AI103 weeks · n=2212
Lead Time (raw)
15.3d
Throughput / wk
21.4
AI %
0%
Deploys / wk
Change fail rate
Deployments
0
After AI24 weeks · n=513
Lead Time (raw)
11d
Throughput / wk
21.1
AI %
20.5%
Deploys / wk
Change fail rate
Deployments
0

Tip: switch any project to Before only / After only in its config to focus on one era — useful when one side has insufficient data or contaminated history.

Top teams · by throughput

AI activity · how agents are being used

AgentAssignedAuthored PRsReportedTransitionsComments
Oliver0201942
Nikolaos000036
Amelia00000
Anastasia00000
Sakura00000
Veronica (ADOMCPAutomation)00000
Robocop00000
Total0201978

Data Quality

CheckStatusCurrent valueWhat it means
Sync freshness6/6 projects · 6 stale > 24h · oldest PU 890.5hHow recently we pulled JIRA data. Stale > 24h means the numbers in this scope may be lagging real-world state.
Latest sync status6/6 projects last sync OKWhether each project's most recentsync succeeded. This is the current-health signal: if green, every project's data is fresh from a successful pull, even if older runs in the 24h window failed.
Historical errors (last 24h)0Count of failed sync attempts in the last 24h. Transient noise unless Latest sync status above is also red — then a project is currently broken, not just blipped.
Metric configsall projects fully configuredEach project has 11 metric definitions (start/end statuses, ready statuses, etc.). All projects fully configured means cycle/lead/WIP/throughput/etc. use the project-specific status lists, not fallback defaults.
AI Period coverage2/6 projects configuredNumber of projects where someone clicked 'Compare' on the project's config page and set an AI introduction date. Drives the 'Before vs After AI' section below. Most projects can stay unconfigured — only opt in for projects where you actually want a before/after split.
Stage config coverage1 status missing from 1 project' configs · 0 wip configs missing pauseStatusesConfigs must list every status the team actually uses. Otherwise Where Work Waits and Blocked WIP silently drop transitions. Audit17 P0-3.
PR ↔ JIRA linkage (last 30d)ADS 76.7% (23/30)Share of completed PRs whose branch name or title contains a JIRA issue key (e.g. ADS-1234). Below 60% means the PR/JIRA join is unreliable for that project — for those, quote PR-only metrics (PR Throughput, Review Duration) instead of metrics that join PRs back to JIRA tickets.

Where work waits

Bottleneck: tickets spend the most time in Waiting for Client (78d median). This is the top of Active Flow Bottlenecks, not the intake card.

Active Flow Bottlenecks

Workflow stageRelative wait timeMedian time
Waiting for Client
78dp50
Ready For Staging
4.5dp50
PM/Client Review
2.7dp50
Failed On Testing
1.8dp50
On Hold
1.8dp50
Ready For Canary
1.4dp50

Backlog / Intake Aging

Workflow stageRelative wait timeMedian time
New
97.7dp50
Approved for Sprint
81.8dp50
Approved
36.7dp50
Open
34.4dp50
To Do
12.8dp50
Triaged
5.3dp50

Longest stuck right now

KeySummaryStatusAge
PU-1698 Ball Pool Together - launch stand-alone 8 ball Pool TogetherIn Progress788.2d
PU-126Premier Sunday Crossword - Solve source of puzzle feedsReady For Live788.2d
PU-177Crosswords - high priority maintenance and improvementsIn Progress788.2d
PU-81AARP all games - adaptive samplingReady For Review788.2d
PU-95Let's Block Champ - Release Request 15Failed On Testing788.2d
PU-151Outspell - Core GameplayReady To Test788.2d
PU-161Outspell - SoundsReady To Test788.2d
PU-170Outspell - UI Preloader ScreenReady To Test788.2d
19 tickets excluded — managed centrally.
133 tickets excluded — managed centrally.