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An enterprise financial-services analysis function

Raw P&Ls To Senior-Approved Analysis, Eval-Checked

An agentic financial-analysis harness that takes raw P&Ls to senior-approved analysis, with an eval trust-layer and an adversarial reviewer enforcing accuracy, PII-safety and authorization on every run.

The proof

The results, kept honest.

Eval gateon every run — accuracy, PII-safety and enterprise authorization enforced per generation
Maker-checker builtin — an independent model flags inconsistencies before sign-off
Governed-context RAG— generation grounded on the firm’s own data and P&Ls
Multi-model routing— Claude primary, routed per use case
01

The challenge.

Analysts produce analysis documents from raw P&Ls inside a permissioned, collaborative hierarchy. They needed AI speed without losing governance: every output had to be accurate, free of PII leakage, and authorized for the person requesting it. In a regulated function, an ungoverned generation is a liability, not a shortcut.

02

The approach.

  • Governed-context RAG over the firm’s data and P&Ls feeding pre-vetted analysis templates, with multi-model agentic generation (Claude primary, routed per use case).

  • An eval trust-layer that enforces accuracy, PII-safety and enterprise authorization on every single run — not a post-hoc audit.

  • A maker-checker adversarial review where an independent model flags inconsistencies before sign-off, plus in-document highlight → query → resolve and senior approval inside permissioned spaces.

03

What shipped.

A built financial-analysis harness: governed-context RAG, templated multi-model generation, the per-run eval trust-layer, the adversarial maker-checker reviewer, and the in-document review/approval workflow.

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