UC-76
DORA-Driven Release Risk Scorecard
Go / No-Go in under 12 minutes. AI cross-checks all release health signals and delivers a scored verdict before every deploy.
RISK SCORE
0
out of 100
v2.4.1 — Release health factors
UC-77
Weekly Flow Report
Auto-posted every Monday at 08:00. EM walks into leadership sync with objective delivery data — zero prep time.
Team:Platform
AI Generated
DRAFT
Platform · Mon 9 Jun 2026
UC-78
Monthly Maturity Report — DORA Tier Classification
Generated on the 1st of each month. Director prep time: 4 hours → 20 minutes. Tier classification + 3 improvement actions per team.
| Team | Deploy Freq | Lead Time | CFR | MTTR | Tier | Trend |
|---|
AI Improvement Actions
UC-79
Skip-Level Briefing Intelligence
Personalised briefing pack in 30 seconds. SVP arrives with objective data, structured questions, and delivery risks — not a blank notepad.
SVP:Sarah Chen (SVP Engineering)
Team:Data
Skip-Level Briefing Pack
DRAFT
UC-80
Burn Intelligence — Forecast with Narrative
Monte Carlo simulation across 1,000 runs. Completion probability, descope recommendations, AI narrative — updated continuously.
0%
Completion prob.
25
Points remaining
3
Days remaining
Sprint 25 Burn-Down · Day 7 of 10
Ideal
Actual
Forecast
AI Descope Recommendations
UC-81
Velocity Anomaly Detection
Three anomalies surfaced this sprint. Each includes root cause hypothesis and recommended intervention.
0
HIGH severity
0
MEDIUM severity
0
Teams healthy
UC-82
Individual Performance Intelligence — 1:1-Ready Summaries
Auto-generated on the 1st of each month. EM 1:1 prep: 30 min → 5 min. Visible to direct manager only.
Select an engineer:
UC-83
Productivity Heatmap — Where Is Engineering Time Actually Going?
Bottleneck identification latency: 3 months → 1 week. Active coding time improves 18% within 2 quarters.
AI Bottleneck Recommendations
UC-84
AI-Generated Quarterly Business Review
QBR preparation: 2 weeks → 4 hours of review. Board-ready document generated on the last day of each quarter.
Quarter:Q2 2026 Engineering QBR
AI Generated
DRAFT — CTO Review
UC-85
Single-Click User Onboarding
Onboarding time: 45 min → 8 min. Admin burden eliminated. SSO + 3 role questions + auto-provision.
UC-86
Natural Language Access Control
Describe a permission in plain English. AI translates to a structured RBAC rule preview — reviewed before applying.
Permission:
RBAC Rule Preview
Review before applying
UC-87
Enterprise SSO & Office 365 / Teams Deep Integration
SSO setup time: 4 hours → 18 minutes. No developer involvement. Single admin consent covers all VELRYN services.
Microsoft 365 Integration scope
UC-88
Dynamic Capacity Planning — Timesheet, Roster, and Velocity Unified
Sprint capacity calculation: 30 min → automatic. Commitment overshoot reduced by 61%.
0
Available engineers
0
Capacity (pts)
0–0
Recommended commit
Engineer Availability — Next Sprint
UC-89
Fly-Wheel Subscription Console
Toggle modules on or off with live cost impact. No billing surprises. No support ticket to change your plan.
3
Active modules
56
Total seats
$5,620
Est. monthly
UC-90
Licensing Dashboard — Pay-Per-Use, Monthly, Annual — One Unified View
Finance reconciliation time: 3 hours → 20 minutes. Budget overrun surprises: eliminated.
$0
Current period
$0
Projected month-end
AI Cost Insight
UC-91
Module Hot-Swap — Activate or Deactivate Without Losing Data
Module trial conversion improves 45%. Pause any module — all config, history, and metrics archived. Restore with one click.
UC-92
Community Intelligence — From User Ideas to Shipped Features
Top voted ideas from 847 users across 6 product clusters. Feature request visibility: 100%.
1,284
Active ideas
14
Shipped this quarter
38
Under review
AI Cluster Analysis
UC-93
Community Knowledge Exchange — Peer-to-Peer Patterns Enriching the Product
Template library grows 10× in 12 months. Onboarding with community templates is 40% faster than building from scratch.
UC-94
Engineering Org Design Intelligence — Structural Risk Before It Becomes a People Problem
Org design risks surfaced proactively: 4× increase. Attrition events preceded by structural alerts: 69%.
AI Structural Recommendation
UC-95
Transformation Wave Tracker — 16-Week Crawl-Walk-Run on Autopilot
SVP go/no-go data generated automatically. Wave activation decision: 2-hour meeting → 15-minute review.
UC-96
Natural Language Executive Q&A — Ask the Organisation Anything
SVP asks any question about engineering delivery. Data-first answer with supporting metrics in under 90 seconds.
SVP asks:
Executive Q&A
Live organisational data
UC-97
Cross-System Intelligence — VELRYN as the Connective Tissue Across the Business OS
Cross-functional alignment meetings reduced 40%. Sales-engineering miscommunication: -55%.
AI Cross-System Insight
UC-98
AI Coach for Engineers — Personalised Growth Intelligence, Not Performance Scoring
Engineer-initiated growth conversations: 2.8× increase. Career development satisfaction: 2.8 → 4.1/5.
Growth mirror — not a performance score. Forward-looking, strengths-based. Visible to engineer and direct manager only.
Select an engineer:
UC-99
Engineering Investment Intelligence — Align Headcount and Spend to Strategic Priorities
Strategic priority coverage: 51% → 83% within 2 planning cycles. Misalignment visible before the next planning cycle.
Engineering Allocation vs Strategic Priority — Q2 2026
AI Reallocation Recommendation
UC-100
Predictive Attrition Intelligence — Identify Flight Risk Engineers Before They Resign
Disengagement signals detected 3–5 weeks before resignation. Early intervention rate: 8% → 61%.
⚠ Private · Direct manager only · 21-day trailing window · Signals aggregated, never raw
3 engineers monitoring · No risk signals detected
Healthy engagement — Platform, Integrations, Security teams