RI

Responsible AI

Responsible AI assurance

Ten dimensions evaluated on a rolling weekly cycle across all customer-impacting systems. Any dimension below target opens a finding with a named owner and a remediation deadline.

89Responsible AI

Weighted mean of ten dimensions. Fairness and contestability are the two dimensions currently below their board-agreed target.

Dimension profile

Score against target

Fairness

84

target 90 · Two lending cohorts outside parity band.

Explainability

91

target 90 · Reason codes on all credit-impacting outputs.

Transparency

93

target 88 · AI disclosure present on customer channels.

Privacy

88

target 92 · Masking gap on two vendor-bound pipelines.

Bias detection

82

target 88 · Weekly cohort scans on 31 of 38 models.

Robustness

86

target 85 · Adversarial suite passing at 4.2σ.

Human oversight

94

target 90 · HITL enforced on all restricted actions.

Contestability

79

target 85 · Appeal path missing for collections outcomes.

Safety

92

target 90 · Toxicity and self-harm filters on all channels.

Security

91

target 92 · Injection screen degraded on one retrieval leg.

Fairness — retail lending approval rates by cohort

Approval rate vs benchmark; a gap above 5 points opens a finding