Smart Africa EOI · Controlled Synthetic Demonstrator
Transaction Assessment — FINC-INSUFFICIENT_METADATA-005
Detailed governed assessment report for FinTech C / Insufficient Metadata.
1. Assessment identity
TransactionFINC-INSUFFICIENT_METADATA-005
InstitutionFinTech C
ScenarioInsufficient Metadata
RecommendationREJECT
2. AI trust assessment
| Risk category | CRITICAL | Model version | TRUST-BASELINE-0.1.0 |
|---|---|---|---|
| SDK version | EOI-DEMO-1.0 | Policy version | 1.0.0-DEMO |
| Latency | — ms | Audit reference | AUDIT-FINC-INSUFFICIENT-METADATA-005 |
3. Feature & context evidence
{}
4. Explainability evidence
Reason codes
TRUST-RSN-003 TRUST-RSN-009 TRUST-RSN-011 TRUST-RSN-012 TRUST-RSN-014
Feature contributions
Human-readable explanation
The model produced risk category CRITICAL, trust score 24.05, and confidence score 0.7125. The principal model factors increasing modeled risk were: Limited authentication assurance, Device relationship not established, Limited metadata completeness. The principal model factors reducing modeled risk were: Established customer relationship, Established counterparty relationship. This explanation describes model evidence only and does not constitute an institutional transaction decision.
5. Policy interpretation
Advisory recommendation: REJECT
Policy is reported separately from AI inference.
Policy is reported separately from AI inference.
6. Reconstructable evidence chain
Feature & Context
→
AI Trust
→
Explainability
→
Policy
→
Audit
7. Raw controlled assessment evidence
{
"amount": null,
"audit_reference": "AUDIT-FINC-INSUFFICIENT-METADATA-005",
"confidence_score": 0.7125,
"currency": null,
"explanation": "The model produced risk category CRITICAL, trust score 24.05, and confidence score 0.7125. The principal model factors increasing modeled risk were: Limited authentication assurance, Device relationship not established, Limited metadata completeness. The principal model factors reducing modeled risk were: Established customer relationship, Established counterparty relationship. This explanation describes model evidence only and does not constitute an institutional transaction decision.",
"feature_contributions": [
{
"coefficient": 1.2,
"feature": "AUTHENTICATION_ASSURANCE_LIMITED"
},
{
"coefficient": 1.1,
"feature": "DEVICE_NOT_ESTABLISHED"
},
{
"coefficient": -0.2,
"feature": "ESTABLISHED_COUNTERPARTY_RELATIONSHIP"
},
{
"coefficient": -0.25,
"feature": "ESTABLISHED_CUSTOMER_RELATIONSHIP"
},
{
"coefficient": 0.7,
"feature": "METADATA_COMPLETENESS_LIMITED"
}
],
"indicators": [],
"institution": "FinTech C",
"institution_retains_final_decision": true,
"model_version": "TRUST-BASELINE-0.1.0",
"policy_reason": "RISK_ABOVE_REJECT_THRESHOLD",
"policy_version": "1.0.0-DEMO",
"reason_codes": [
"TRUST-RSN-003",
"TRUST-RSN-009",
"TRUST-RSN-011",
"TRUST-RSN-012",
"TRUST-RSN-014"
],
"reasons": [
{
"coefficient": 1.1,
"contribution": 1.1,
"direction": "RISK_INCREASING",
"explanation": "The supplied context does not establish the device as previously known.",
"feature": "DEVICE_NOT_ESTABLISHED",
"label": "Device relationship not established",
"reason_code": "TRUST-RSN-003"
},
{
"coefficient": -0.25,
"contribution": -0.25,
"direction": "RISK_REDUCING",
"explanation": "The customer relationship is established.",
"feature": "ESTABLISHED_CUSTOMER_RELATIONSHIP",
"label": "Established customer relationship",
"reason_code": "TRUST-RSN-009"
},
{
"coefficient": -0.2,
"contribution": -0.2,
"direction": "RISK_REDUCING",
"explanation": "The counterparty relationship is established.",
"feature": "ESTABLISHED_COUNTERPARTY_RELATIONSHIP",
"label": "Established counterparty relationship",
"reason_code": "TRUST-RSN-011"
},
{
"coefficient": 1.2,
"contribution": 1.2,
"direction": "RISK_INCREASING",
"explanation": "The supplied authentication context provides limited assurance.",
"feature": "AUTHENTICATION_ASSURANCE_LIMITED",
"label": "Limited authentication assurance",
"reason_code": "TRUST-RSN-012"
},
{
"coefficient": 0.7,
"contribution": 0.7,
"direction": "RISK_INCREASING",
"explanation": "The transaction contains incomplete or limited contextual metadata.",
"feature": "METADATA_COMPLETENESS_LIMITED",
"label": "Limited metadata completeness",
"reason_code": "TRUST-RSN-014"
}
],
"recommendation": "REJECT",
"risk_category": "CRITICAL",
"risk_increasing_factors": [],
"risk_probability": 0.759511,
"risk_reducing_factors": [],
"scenario": "Insufficient Metadata",
"sdk_version": "EOI-DEMO-1.0",
"source_file": "fintech-c-insufficient_metadata.json",
"transaction_authorization": false,
"transaction_id": "FINC-INSUFFICIENT_METADATA-005",
"trust_score": 24.05
}
8. Interpretation and limitations
- Controlled synthetic demonstrator assessment.
- Recommendation is advisory only.
- Final transaction authority remains with the participating institution.