All applications/AI Platform2026

Credit Memo Compass

AI writes the memo. It never writes the number.

Client
Dopamine Design Labs
Year
2026
Type
AI Platform
Live
Private
Credit Memo Compass first-run setup, headlined Underwrite commercial credit with confidence, alongside the create-administrator form.
Overview

An analyst uploads borrower financials; the platform extracts and spreads them, computes the standard ratios in a deterministic engine, drafts the memo narrative grounded in approved precedent, routes it through review and approval, and exports an examiner-ready deliverable with a full audit trail. It runs inside the bank's own tenant, or fully air-gapped.

Stack
Node.js (ESM)ExpressPostgreSQLpgvectorAzure OpenAIAzure AI Document IntelligencevLLMRAG
What it does

The shortlist.

  • 01Cardinal rule: the model never produces or restates a figure; a function cannot hallucinate a ratio
  • 02The rule is instructed and then independently verified against the exact figures the model was shown
  • 03Any untraceable number flags the section for human review and lands in a numeric-integrity attestation
  • 04Deterministic calc engine and compliance tests run with zero external dependencies
  • 05Provider-agnostic LLM gateway: in-tenant Azure OpenAI, or self-hosted for air-gapped deployment
  • 06Fair-lending and adverse-action handling built into the decision path
  • 07Runs cloud-tenant, on-prem, or air-gapped identically
Inside the system

Capabilities, in plain language.

01

Extract and spread

Drop in a borrower's financials and the platform detects the borrower and populates the spread. Extraction is provider-abstracted so the document service can be swapped or removed entirely.

02

Deterministic math

Every financial figure is computed in the calc engine and passed to the drafting layer read-only. The regulated core is verifiable in isolation, without installing a single dependency.

03

Grounded drafting

The narrative is written from your own credit policy and approved precedent, then checked: every number in every drafted section is traced back to a figure the model was actually shown.

04

Review, approve, export

Route the memo through review and approval, then export an examiner-reproducible deliverable carrying its own numeric-integrity attestation and full audit trail.

Inside the product

A look around.

The commercial credit dashboard with total requested exposure, active credit files, in-review and decisioned counts.

The commercial credit dashboard with total requested exposure, active credit files, in-review and decisioned counts.

The precedent library that grounds memo drafting in approved prior language.

The precedent library that grounds memo drafting in approved prior language.

The compliance surface covering fair-lending and adverse-action requirements.

The compliance surface covering fair-lending and adverse-action requirements.

0
Numbers written by the model
33
Schema migrations
100%
Figures traced to the engine
Next case studyRFP Compass

AI-assisted government procurement, from discovery to submittable response.

Take the meeting

Let's build something
stupidly good.

Bring us the messiest part of your operation. The thing you've been avoiding because the spreadsheet still kind of works. We build the replacement.