Command Center
The loop is closing 27× faster
One number matters: time to close the loop, from a defect in a customer's kitchen to a fix at the production line, supplier, or design. Legacy: 12–18 months. Target: 2 weeks.
Loop Closure Time · Rolling 30 days
Field signal → root cause → fix, average across active programs
Legacy baseline
428days
≈ 14 months
Loopback today
16days
Feb '26 average
Target
14days
≈ 2 weeks
Warranty Exposure
Legacy accumulation vs Loopback avoidance (modeled, €M)
Cumulative avoided€142.0M
Modeled against automotive field-quality benchmarks.
Active Defect Signals
+4.2%1,940
last 24h
Open Investigations
+863
7d
Hypotheses Awaiting
12 high-conf21
review queue
Lots Under Containment
3 new14
active
Units-at-Risk Prevented
+142k1,920,000
cumulative
Warranty Avoided
modeled€142.0M
cumulative
The Loop
Continuous four-stage flow vs the legacy serial handoff chain. The contrast is the whole pitch.
Agentic reasoning inline
L
Loopback — continuous, parallel
Stage 1
Field Signal
4havg latency
1240/day throughput
Stage 2
Root Cause
38havg latency
38/day throughput
Stage 3
Production Response
62havg latency
22/day throughput
Stage 4
Design Feedback
96havg latency
9/day throughput
×
Legacy handoff chain — serial, lossy, ~14 months end-to-end
Technician logs defect
+0d
Warranty analytics (quarterly)
+62d
Quality writes CAPA
+118d
Plant engineering reads CAPA
+176d
Design engineering pattern review
+312d
Design change in next-gen
+428d
Priority Investigations
Top active investigations, ranked by exposure. Continuum handoffs flagged.
INV-2049
Bosch WAW28620IN
Drum bearing · Vibration at spin cycle
Top hypothesis
87%
Stage: Awaiting Validation
Units-at-risk
42,800
€18.4M
Age
11d
vs 428d
INV-2050↔ Continuum
Bosch KGN56XI40I
Compressor · Temperature drift, freezer -12°C
Top hypothesis
63%
Stage: Hypotheses Generated
Units-at-risk
28,100
€22.8M
Age
19d
vs 428d
INV-2051
Bosch SMS8YCI03E
Water inlet valve · Slow fill / E18 fault
Top hypothesis
79%
Stage: Validated
Units-at-risk
9,400
€2.1M
Age
7d
vs 428d
INV-2052
Neff HBG675BS1
Control board · Random reboot / F42 code
Top hypothesis
92%
Stage: Closed
Units-at-risk
6,200
€480k
Age
13d
vs 428d
Recent Activity
Signals, patterns, hypotheses, containment, ECRs.
- loop-closedINV-2052 closed — loop time 13 days (firmware fix v4.2.3)3m ago
- hypothesisINV-2049 top hypothesis validated by P. Iyer22m ago
- containmentCA-4021 launched: tighten inspection AxleWorks lots W32–W3848m ago
- patternPAT-2053 crossed threshold — WM14N270EU drum bearing (Hamburg)1h ago
- triangulatedPAT-2049 triangulation ↑ to 0.94 (added Sprinklr source)2h ago
- ecrECR-2026-0091 raised: bearing housing redesign to PLM3h ago
Field → Factory Map
Where defects surface (field signal geography), where they were built (plants), who supplied the implicated components.
Field signal
Plant
Supplier
Field → factory flow
15 regions · 4 plants · 5 suppliers implicated