Vertical File 02 — BKG · Credit, Lending & Treasury
Approve nothingunchallenged.
Credit memos, lending rationales, and treasury risk assessments are decisions written down — and everything written down can be challenged. Opposia attacks the assumption nobody questioned and the bias nobody priced, before a regulator or auditor does.
Credit, Lending & TreasuryThe exposure
What goes wrong when no one argues back.
01
Bias embedded in the rationale
Comparable sets that skew, language that leads, samples chosen to fit the conclusion. Undetected bias in credit decisions is a compliance event, not a footnote.
02
Numbers that don't reconcile
Covenant headroom stated one way in the memo and another in the appendix. Inconsistency across credit documents is where audits begin.
03
The scenario never stress-tested
The memo assumes a rate path, a default curve, a recovery rate. What happens when any one of them moves against you is often unwritten.
04
An audit trail that can't defend itself
When the examiner asks why a decision was made, 'the model recommended it' is not an answer. Every conclusion needs its evidence attached.
The charge sheet
What Opposia attacks in banking & financing.
Bias detection across comparable sets, samples, and framing
Figure-by-figure reconciliation between memos and appendices
Counterfactual rate, default, and recovery scenarios
Policy and procedure contradictions flagged across documents
Every conclusion sealed with its supporting evidence
Committee-ready risk briefs with graded findings
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A sample verdict
Illustrative findings from one review.
A representative excerpt — every engagement returns findings graded, sourced, and attributable to the agent that raised them.
ATK-04 · Bias
Comparable set draws 9 of 11 references from 2021 vintages. Conclusion does not survive a normalized sample.
ATK-01 · Contradiction
Covenant headroom stated as 22% in §4 and 15% in Appendix B. Figures derive from different test dates.
ATK-05 · Counterfactual
No analysis under a +200bps rate path. Debt-service coverage falls below policy floor in that scenario.
Reviewed by 47 agents. 8 findings returned, 2 high. Committee memo re-issued with corrections.
Also under examination