Stop digging through Jira to find bottlenecks.
Get an instant MRI of your delivery process. Delivery Doctor automatically detects aging tickets, team overload, ticket “ping-pong”, and 5 other project anti-patterns before they derail your release. No complex JQL required.
Detects 8 Project Anti-Patterns
Each detector targets a specific delivery risk with research-backed thresholds to keep your flow healthy.
Aging Work
Issues stuck in the same status too long.
Impact: Work stuck in progress blocks downstream tasks and delays releases.
Team Pulse
Overloaded members and unassigned tasks.
Impact: Context switching increases cycle time by 40% and leads to burnout.
Estimation Variance
Time logged exceeding original estimates.
Impact: Chronic overruns erode trust in planning and lead to missed deadlines.
Aging Impediments
Blocked issues neglected for days.
Impact: Unresolved blockers compound silently, turning days of delay into weeks.
On-Time Delivery
Deadlines at risk of being missed.
Impact: Late detection of deadline risks leaves no time to course-correct.
Rework
Reopened issues and status ping-pong.
Impact: Reopened tickets double the cost of delivery and signal unclear requirements.
Backlog Rot
Stale items obscuring real priorities.
Impact: Stale items inflate estimates and slow down sprint planning.
Wasted Efforts
Cancelled work with significant time invested.
Impact: Cancelled work drains team morale and budget without delivering value.
Built-in Intelligence
Smart algorithms that adapt to your team and minimize noise.
100% Data Privacy (Zero LLMs)
Your data never leaves Jira. All algorithms and baselines are calculated securely inside your Atlassian Cloud instance using deterministic math — no AI models, no external calls.
Adaptive Baseline (p85)
Thresholds are calculated from your team's own historical cycle times using the 85th percentile. No manual configuration needed.
Thursday Rule
On Thursday and Friday the due date warning window expands from 3 to 5 days, so upcoming deadlines are never hidden behind a weekend.
Highlander Deduplication
One row per ticket, highest-priority badge shown. Hover to see all detected patterns. Snooze dismisses everything at once.
Smart Spot Refresh
After closing the Jira issue modal, only that single issue is re-fetched (~200 ms). No full-page reload needed.
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