One frozen, sanitized path through representative data. It is an inspection aid, not a performance claim.
Observed path
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Lending · Agent pack
Cadre pack · Equipoise
Returns findings on prohibited-basis influence and unsupported inconsistency for accountable review.
Demonstrated on representative cases. Source coverage, thresholds, policy interpretation, escalation design, and performance require institution-specific validation.
Operating dossier
Mandate
Produces a bounded review of a supplied credit decision for disparate-treatment and prohibited-basis proxy risk, for accountable fair-lending review.
Operating logic
Case and record
Supplied case
Case key L11-disparate-treatment
{
"applicationId": "L11",
"decision": {
"applicationId": "L11",
"product": "auto",
"decision": "decline",
"scoreBand": "near-prime",
"dtiPct": 13,
"ltvPct": 102,
"policyBasis": [
"score 666 in the near-prime band"
],
"factors": [
"credit score in the near-prime range",
"moderate revolving utilization"
],
"confidence": 0.62
}
}Recorded path and outcome
One frozen, sanitized path through representative data. It is an inspection aid, not a performance claim.
Observed path
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Evaluation and limits
Published evaluation map
These cases show what the pack is asked to decide, when it should stop, and which plausible errors the evaluation is meant to expose. They are not a reliability score or independent validation.
Routine judgments, close calls, and named stopping points.
concern/violation
Case key
L11-disparate-treatmentclear
Case key
L1-clean-approveclear
Case key
L2-supported-declineOperating fit
Operating pattern
Separate the work from the party that tests it, then require findings to point back to evidence and a named standard.
Wider workflows
Institution-specific validation
These questions remain open until the pack is fitted to an institution.
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