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Finance & Credit Agent
in action.

See how the agent analyzes credit risk on a complex file — balance sheet, ratios, scoring, recommendation — in 45 seconds instead of 3 hours.

Agent active · Production🏦 Crédit Agricole CIB📊 Autonomous credit analysis🔒 LOOP™ Governance
Definition

The Finance & Credit Agent is a Claude agent that prepares credit file analysis: reading financial statements, computing ratios, scoring, spotting fraud signals and drafting a reasoned recommendation. It does not decide in the analyst's place: every material file is submitted for approval, and the full reasoning is logged in LOOP™.

Under the hood

How the agent works

The agent works with credit analysts and the risk team. It takes on the data gathering, calculations and first draft of the credit memo, which take up much of the time spent on a file, and leaves the risk judgement to the analysts. It connects to your banking tools and data sources through the MCP protocol.

01

What it takes in

The application file: financial statements for recent years, tax returns, forecasts, and a description of the project and collateral. It also uses your internal rules (scoring grid, risk policy, sector limits) and the external sources you authorise it to consult to check the company and its directors.

02

What it does

It extracts the figures from the documents, recalculates leverage, profitability and liquidity ratios, and compares them with your policy thresholds. It looks for inconsistencies between documents and for fraud signals, applies your scoring grid and writes an analysis that explains each point. It can also consolidate a report or review a portfolio of exposures.

03

What it hands back

A structured credit memo: business summary, ratios with commentary, the score and the factors behind it, identified risks and proposed terms. Missing documents and points to check are listed at the top. The analyst starts from a prepared file and spends their time on judgement rather than re-keying data.

Who decides what

Green zone · the agent acts alone

Extracting financial data, computing ratios, looking for inconsistencies and drafting the first version of the memo. None of these steps commits the bank.

Orange zone · a human approves first

The score, the recommendation and the proposed terms. The agent sets out its reasoning, and the credit analyst approves or corrects it before anything goes to committee.

Red zone · the agent stops and escalates

A serious fraud signal, a file outside your risk policy or contradictory documents. The agent pauses the analysis and passes the file, with what it found, to the designated owner.

Three typical situations

01

A funding request from a small business

A manufacturing company applies for a credit line. The agent analyses its accounts, computes the ratios, proposes a reasoned score and prepares the memo the analyst will present.

02

Quarterly reporting

The finance team needs a consolidated view. The agent gathers data from each entity, puts it into the expected format and flags the variances that need explaining before release.

03

A portfolio review

The risk team wants an update on existing exposures. The agent reviews each line, spots those whose situation has worsened and ranks them by priority for review.

01What it takes in

The application file: financial statements for recent years, tax returns, forecasts, and a description of the project and collateral. It also uses your internal rules (scoring grid, risk policy, sector limits) and the external sources you authorise it to consult to check the company and its directors.

02What it does

It extracts the figures from the documents, recalculates leverage, profitability and liquidity ratios, and compares them with your policy thresholds. It looks for inconsistencies between documents and for fraud signals, applies your scoring grid and writes an analysis that explains each point. It can also consolidate a report or review a portfolio of exposures.

03What it hands back

A structured credit memo: business summary, ratios with commentary, the score and the factors behind it, identified risks and proposed terms. Missing documents and points to check are listed at the top. The analyst starts from a prepared file and spends their time on judgement rather than re-keying data.

Who decides what
Green zone · the agent acts alone

Extracting financial data, computing ratios, looking for inconsistencies and drafting the first version of the memo. None of these steps commits the bank.

Orange zone · a human approves first

The score, the recommendation and the proposed terms. The agent sets out its reasoning, and the credit analyst approves or corrects it before anything goes to committee.

Red zone · the agent stops and escalates

A serious fraud signal, a file outside your risk policy or contradictory documents. The agent pauses the analysis and passes the file, with what it found, to the designated owner.

Three typical situations
01
A funding request from a small business

A manufacturing company applies for a credit line. The agent analyses its accounts, computes the ratios, proposes a reasoned score and prepares the memo the analyst will present.

02
Quarterly reporting

The finance team needs a consolidated view. The agent gathers data from each entity, puts it into the expected format and flags the variances that need explaining before release.

03
A portfolio review

The risk team wants an update on existing exposures. The agent reviews each line, spots those whose situation has worsened and ranks them by priority for review.

Documented ROI · Sourced figures

Results in production.

Deployed at Crédit Agricole CIB, the Finance & Credit Agent analyzes complex credit files autonomously — with analyst validation on critical decisions.

−70%reduction in financial analysis time
Finance Mid-Market Benchmark
−43%accounting close time reduction (10.8d → 6.2d)
Internal benchmark 2025
384%ROI on automated AP/AR management
Billtrust 2025
On requestdeployment time to production
Claude Ops Methodology
−70%
reduction in financial analysis time
Finance Mid-Market Benchmark
−43%
accounting close time reduction (10.8d → 6.2d)
Internal benchmark 2025
384%
ROI on automated AP/AR management
Billtrust 2025
On request
deployment time to production
Claude Ops Methodology
Frequently asked questions

Finance & credit agent: your questions.

What does the finance & credit agent do?
It prepares credit scoring, detects fraud signals and summarises files — humans decide on high-stakes cases.
Is the scoring compliant?
Yes, keeping the human as decision-maker: the agent prepares the analysis, the decision stays human. LOOP™ ensures traceability and AI Act alignment on high-risk uses.
How does it integrate with our systems?
Through MCP it connects to your core banking, data sources and anti-fraud tools, under your permissions.
What gains can we expect?
Faster credit decisions, better fraud detection, better-prepared files. Metrics defined during Claude Ignite scoping.
What data does the agent use?
The financial statements in the file, your scoring rules and risk policy, and the sources you authorise it to consult. It does not make up missing data: it flags absent documents and inconsistencies, so the analyst knows what each part of the recommendation rests on.
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