Signals Detected · 24h
147
▲ 22 vs prior day · 7 critical
Active Initiatives
12
8 in execution · 4 in planning
Tasks In Progress
63
▲ 18% throughput vs Q3
Initiatives Completed YTD
47
$92.4M realized value
The Continuous Learning Loop — Live
Signals flow through Sense → Decide → Execute → Learn. Every outcome trains the system.
📡
TrendIQ
Sense · 147 signals
🧭
DecisionIQ
Decide · 12 initiatives
⚙️
ActionIQ
Execute · 63 tasks
📈
EffectivenessIQ
Learn · 47 outcomes
Loop insight: A connector-shortage playbook captured in Penang (Sept) was auto-applied to a similar BOM-mismatch event in Guadalajara this week. Resolution time dropped from 14 days → 2 days. The system remembered.
Functional Area Performance
YTD
Materials & Supply+18.4%
Factory Operations+12.1%
Engineering & NPI+9.6%
Planning+15.2%
Quality+4.8%
Initiative Pipeline · This Quarter
Q1 FY26
Realized Value · Trailing 6 Months
$92.4M YTD
Top Recent Outcomes — What the Network Learned
Last 14 days
| Initiative | Functional Area | Sites Affected | Outcome | Value | Status |
|---|---|---|---|---|---|
| Connector Shortage Mitigation — Penang | Materials | 3 | 14d → 2d resolution; playbook captured | $3.2M | Closed |
| SMT Yield Drift — Chihuahua Line 4 | Factory Ops | 1 | Yield 96.4% → 98.7% over 6 weeks | $1.8M | Closed |
| Capacitor Lead-Time Volatility — APAC suppliers | Materials | 12 | Dual-source qualified; buffer reduced 22% | $5.4M | Closed |
| NPI Ramp Knowledge — Wearables Program | Engineering | 4 | Ramp time 18wk → 14wk via captured playbooks | $2.1M | Closed |
Signals · 24h
147
▲ 22
Critical Confidence ≥ 85%
7
awaiting action
Avg Detection → Initiative
2.4h
▼ 68% vs baseline
Sources
11
SAP · MES · IoT · Supplier portals
Live Signal Feed
Click any signal to expand AI analysis: patterns, correlations, root-cause, and recommendations.
Initiatives Created from Signals
3 active
| Initiative | Source Signal | Impact Score | Owner | Status |
|---|
Active Initiatives
Click to plan tasks and assign owners.
Recommended Closure Path
AI suggests an optimal sequence per initiative.
Select an initiative to see its recommended closure path.
⚡ AI Execution Optimization
Recommended workflow for the selected initiative or current high-priority task.
📋 Recommended Workflow
- Pull SAP S/4HANA inventory + MRP exceptions for affected MPNs
- Run dual-source qualification check against approved supplier database
- Compare with historical shortage baseline (Penang Sept playbook)
- Coordinate with planner pod for safety stock adjustment
- Push captured playbook to network knowledge graph
🧠 Similar Past Initiatives
- Penang Connector Shortage · 14d → 2d via playbook · $3.2M
- Capacitor Lead-Time Volatility APAC · dual-source · $5.4M
- Yangzhou Memory Allocation · cross-site rebalance · $1.9M
Initiatives Measured
47
YTD
Goal Hit Rate
81%
▲ 14 pts vs baseline
Value Realized
$92.4M
on path to $180M run-rate
Playbooks Captured
37
re-used 64 times
Performance Dashboard — Goal KPI vs Actual KPI
Outcomes feeding back into the system as training data.
| Initiative | Functional Area | Goal KPI | Actual KPI | Delta | Outcome |
|---|---|---|---|---|---|
| Connector Shortage Mitigation — Penang | Materials | Resolution < 5 days | 2.0 days | +60% better | Exceeded |
| SMT Yield Drift — Chihuahua Line 4 | Factory Ops | Yield ≥ 98.0% | 98.7% | +0.7 pts | Exceeded |
| Capacitor Dual-Source — APAC | Materials | Buffer reduction 15% | 22% | +7 pts | Exceeded |
| Wearables NPI Ramp | Engineering | Ramp ≤ 16 weeks | 14 weeks | 2 weeks faster | Exceeded |
| Supplier Risk Score — Tier-2 | Materials | Coverage 80% | 74% | -6 pts | Partial |
| PCB Solder Defect Reduction | Quality | DPMO < 250 | 312 | +62 over | Missed |
Before / After — Connector Shortage Playbook
Penang → Network
Before · 2025
14 days
avg resolution
After · 2026
2 days
with playbook reuse
Delta
-86%
$3.2M realized
What was learned: Early-warning signal from supplier portal lead-time deviation predicted shortage 11 days earlier than MRP exception reports. Playbook now auto-triggers cross-site inventory rebalance check.
Before / After — SMT Yield (Chihuahua Line 4)
Factory Signal Coworker
Before
96.4%
conversion rate
After
98.7%
conversion rate
Delta
+2.3 pts
$1.8M annual
What was learned: Solder paste viscosity drift correlated with humidity 12 hours upstream. Now monitored proactively at 3 sister sites.
Human-in-the-Loop Feedback — Train the Network
Select an initiative outcome and annotate. Your judgment becomes training data.
Connector Shortage Mitigation — Penang
Closed · 2.0 day resolution · Owner: Suresh Pillai (Materials Lead APAC)
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