🔄 Continuous Intelligence Loop
Every repair makes the system smarter
TrendIQ
Detect
→
DecisionIQ
Decide
→
ActionIQ
Execute
→
EffectivenessIQ
Learn
↩
AI learns
Signals Detected
247
↑ 31 this week
Active Initiatives
38
↑ 5 vs last month
Tasks In Progress
94
↓ 8 blocked
Warranty Exposure
$6B
Annual · Fleet-Wide
Value Recovered
$127M
↑ 14% QoQ
📊 Initiative Pipeline by Subsystem
View All
Powertrain
78%
18
Electrical / EV
65%
14
HVAC / Climate
52%
11
Transmission
44%
9
Braking / Safety
32%
6
🔁 Loop Velocity
First-Time Fix Rate
78%
NFF Elimination
62%
Repeat Repair Rate
28%
⚠ Critical Signals Requiring Attention
View All Signals →
CRITICAL
EV Battery Thermal Runaway
Bolt/Equinox EV · 847 claims
HIGH
DCT Shudder on Cold Start
Malibu/Trax · 1,203 claims
HIGH
Infotainment Freeze — OTA
Sierra/Silverado · 2,891 claims
STEP 1
TrendIQ — Signal Detection
247 signals · 7 critical
⬡ Run AI Analysis
AI Pattern Analysis
Cross-correlating 247 signals across 2.4M fleet vehicles, dealer DTC logs, supplier QA reports, and telemetry streams.
Battery Correlation
91%
DCT Root Cause
84%
Infotainment Fix
77%
DS
Dr. Dana Singh
VP Powertrain Engineering
87%
Confidence
- Owns battery thermal systems portfolio
- Led 3 similar EV initiatives (2023–2024)
- Current workload: 62% capacity available
✓ Accept
Assign Other
Assign Me
Convert to Initiative
94
Create Initiative →
STEP 2
DecisionIQ — Strategy & Planning
12 active initiatives · 94 tasks
+ Add Initiative
Initiatives
Task Planner
AI Recommendations
◎
Select an initiative
to view strategy details
STEP 3
ActionIQ — Execution Kanban
38 initiatives · 94 tasks in flight
Initiative Board
Click an initiative to view its task board
⬡ AI Optimize
+ New
⬡ AI Execution Recommendations — EV Battery Initiative
Recommended Workflow
- Pull BMS fault logs (VINs > 50K mi)
- Cross-ref supplier batch #Q3-2024
- Run thermal simulation model
- OTA threshold patch deployment
- Monitor 30-day recurrence rate
Automation Opportunities
• BMS log extraction → automated
• VIN batch lookup → automated
• Dealer notification → automated
• OTA push scheduling → ready
• Outcome tracking → automated
• VIN batch lookup → automated
• Dealer notification → automated
• OTA push scheduling → ready
• Outcome tracking → automated
Similar Past Initiatives
• Bolt EV Recall 2022 (Conf: 89%)
• Spark EV Cell Degradation 2023
• Ultium Pack Calibration 2024
↑ 23% faster resolution when supplier escalated in Week 1
• Spark EV Cell Degradation 2023
• Ultium Pack Calibration 2024
↑ 23% faster resolution when supplier escalated in Week 1
STEP 4
EffectivenessIQ — Outcomes & Learning
27 completed initiatives
📈 Before / After Performance — MRO Warranty Metrics
↓ Export
First-Time Fix Rate
Before: 54%
78%
↑ +24 pts
NFF Rate
Before: 31%
12%
↓ −19 pts
Repeat Repair Rate
Before: 18%
7%
↓ −11 pts
Avg Days to Root Cause
Before: 47 days
11 days
↓ −36 days
Supplier Attribution Time
Before: 90+ days
18 days
↓ −72 days
Value Recovered (QTD)
Target: $100M
$127M
↑ +27%
📊 Initiative Performance Dashboard
| Initiative | Goal KPI | Actual KPI | Delta | Status |
|---|---|---|---|---|
| EV Thermal BMS Fix | −30% claims | −41% claims | +11 pts | Exceeded |
| DCT Shudder Recall | −50% repeat | −67% repeat | +17 pts | Exceeded |
| Infotainment OTA | 95% fleet coverage | 81% fleet coverage | −14 pts | In Progress |
| Supplier QA — LG | −25% defect rate | −18% defect rate | −7 pts | Tracking |
💬 Human Feedback Inputs
Submit
Root cause accuracy
AI decision quality
Outcome as expected?
✓ Yes
✗ No
🧠 Learning Signal Log
✓
BMS Firmware Fix Confirmed
SW root cause validated in 89% of thermal events. Pattern added to AI model.
2h ago
⬡
Supplier Pattern Identified
LG batch Q3-2024 flagged — future procurement model updated with quality gate.
1d ago
↑
NFF Model Improved
No Fault Found rate dropped 19 pts — dealer diagnostic protocol updated.
3d ago