Three AI Signals IQS Cannot See
AI Analytics Layer Data FabricPMT Score Explainability
AI Analytics
IQS RECORDS
Score: 31.4
Decision: Borderline
Reason: Not recorded
Decision: Borderline
Reason: Not recorded
OAL GOVERNS
Score: 31.4
Top factors: asset proxy (-8.2), household income volatility (+3.1), school attendance (+4.0)
Top factors: asset proxy (-8.2), household income volatility (+3.1), school attendance (+4.0)
GuardianLedger™ Entry #1
Eligibility decision for GH-NR-04712 · Model: PMT-v3.1 · Decision: Borderline · Explanation hash: a4f7c2... · Immutable record created.
Crisis Prediction Signal
AI Analytics + Data Fabric
IQS RECORDS
Payment status: Active
No alert triggered
Next review: Q3 cycle
No alert triggered
Next review: Q3 cycle
OAL DETECTS
Household income ↓ 34% in 60 days · Drought index critical Northern Region · Crisis probability: 78%
78%
Crisis probability
34%
Income drop
4h
vs 11-day review cycle
GuardianLedger™ Entry #2
Crisis signal raised for GH-NR-04712 · Data sources: 3 fused · Intervention recommendation logged · Human review flagged.
Network Fraud Analysis
Data Fabric + CVS
IQS RECORDS
Payments processed: Normal
No anomaly flagged
Agent: Active
No anomaly flagged
Agent: Active
OAL DETECTS
312 households share agent network · Anomaly score: 94/100 · 71% same withdrawal pattern · 68% same day
312
Linked households
94
Anomaly score
71%
Pattern match
GuardianLedger™ Entry #3
Network anomaly flagged · Pattern ID: NET-224 · 312 households · Agent ID: AG-NR-119 · Compliance review initiated.
Platform-Wide Population Intelligence — Northern Region
Data Fabric · AI Analytics
0
Eligible households identified by AI — not yet enrolled in IQS
0
Borderline cases with no explainability record in IQS
0
Crisis-risk households undetected by current programme cycle
0
GuardianLedger™ entries created — each decision now auditable
"IQS processed every payment Fatima received. It recorded every transaction. What it could not do — what it was never designed to do — is explain why the AI scored her 31.4, detect the drought coming for her household, or see the agent network around her. That is not a gap in IQS. That is a gap above IQS. That is exactly where the Operational Admissibility Layer sits."