Seven high-stakes use cases. Three structural dimensions. An enforcement-grounded audit of the architectural failures that produce billion-dollar penalties—even when the software works exactly as designed.
AML monitoring is red across all three dimensions. TD Bank's settlement revealed that the architecture was in place, the dashboards were populated, and the software was capable. The failure occurred between the components.
Claims adjudication operates on a fiction of human oversight. When deviation limits constrain reviewers to within 1% of algorithmic output and appeal reversals never reach the models that produced the original denials, governance as described does not match what happens in production.
Regulatory reporting achieves Clarity in definitions but collapses in Coherence. An analysis of 31 firms found each report was affected by an average of more than 30 separate error types. The definitions are clear. The data architecture is fragmented.
Seven use cases scored against Clarity, Coherence, and Continuity
| Use Case | Clarity | Coherence | Continuity | Consequence |
|---|---|---|---|---|
| Credit Origination | AMBER | AMBER | AMBER | Fair lending risk |
| KYC / Identity | GREEN | AMBER | AMBER | Synthetic identity gaps |
| Fraud Detection | GREEN | AMBER | AMBER | Model drift |
| AML Monitoring | RED | RED | RED | Billion-dollar penalties |
| Collections | GREEN | AMBER | AMBER | Empathy paradox |
| Reg. Reporting | GREEN | RED | AMBER | 97% inaccuracy |
| Claims Adjudication | AMBER | RED | RED | Class action exposure |
Green does not mean safe. It means the regulatory framework and architectural patterns are mature enough that a well-implemented platform can satisfy the requirement.
Credit origination through claims adjudication. Each scored against the Three Cs with enforcement evidence and regulatory citations.
Algorithmic Inertia, the Measurability Gap, Fragmented Observability, and the Missing Junior Loop — patterns that recur across every use case.
Clarity, Coherence, and Continuity as testable properties of a production system. Operational definitions grounded in regulatory requirements.
Designed to run in a 45-minute architecture review. Each question references a specific use case and regulatory standard.
55 pages of enforcement-grounded research. No sales pitch. Just the structural audit and the self-assessment instrument.
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