Financial Services

Invisibl Cloud Helps a European Financial Institution Turn Hundreds of Pages into One Master JSON with Aether

A European lender needed to turn large financial document packs into structured, rule-checked data before they reached underwriting. Invisibl Cloud delivered an AI document service built on Aether, which orchestrates two agents working in English and Dutch. They extract every relevant fact, correlate it across documents and validate it against business rules, returning one master JSON per pack.
Pages per Pack, Processed in One Run
Vetted Master JSON per Document Pack
Languages Read Natively: English and Dutch
Business Rule Families Applied to Ever y Pack

The Challenge

The answers were in the documents, but finding them took people. Every application meant reading the whole pack, then checking one document against another by hand.

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Large, Mixed
Packs

Scanned digital documents in English & Dutch, running to hundreds of pages per case.

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Facts Scattered Across Documents Capacity Ceiling

The same loan or person appeared in many places, sometimes with conflicting values.

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Manual Business Checks

Confirming a loan was really closed meant matching bank statements line by line.

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No Structured Output

Results lived in notes and spreadsheets, then had to be re-keyed into downstream systems.

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Unpredictable AI Cost

Early pilots had no way to budget AI spend as document volume grew.

Our Solution

An AI document service delivered through an API. A pack goes in,  Aether runs one orchestrated job across two specialised agents, and a single rule-vetted master JSON comes out.

Aether Orchestration

Aether creates a run for each pack and holds its state. It splits large packs into parallel jobs, assigns token budgets and routes each task to the right model, with retries built in.

Extraction Agent

Splits the pack into documents and identifies each type. It extracts fields , tables , transactions and registry codings from English and Dutch documents, scanned or digital, and links people, accounts, loans and dates across the pack, surfacing any conflicting values .

Validation Agent

Applies business rules to the correlated data, checking loan closures against actual statements, BKR registry codings against their rules and marital status across records. It then scores the risk and writes a schema-valid master JSON.

Versioned Rules Library

Rules for loan closures, credit registry, civil status, income and identity are configurable and versioned, so the same checks run the same way on every application.

API Delivery

The master JSON goes straight to under writing and downstream systems, with the source and rule result behind every field. Analysts only look at what was flagged .

Core Solution Features

Transformational Results

Analysts moved from reading every page of every pack to reviewing only the exceptions the agents flag, with structured data flowing straight into underwriting.

Master JSON per Pack, Straight to Underwriting

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Analysts Review Only Flagged Exceptions

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Same Versioned Rules on Every Application

AI Cost Tracked per Pack, Capped per Agent

AI Document Service Capabilities

Bilingual Extraction

Reads Dutch and English documents as they are , such as a scanned BKR Kredietoverzicht, and returns structured fields wit h English keys.

Evidence-Backed Validation

Each rule result points to its source. A loan closure passes only when the final repayment appears in the bank statement on the recorded end date.

Risk Scoring and Flags

Every pack gets a verdict, score and risk level. Cases such as recovered arrears still visible in the registry are routed for manual mortgage review.

Governed AI Spend

Aether routes each task to a suitable model, caps tokens per agent and reports the cost of every pack, so spend stays predictable as volume grows.

Fast Facts

Aether Components

Aether Orchestrator

Extraction Agent

Validation Agent

Versioned Rules Library

Model Routing

Token Budgets

Document Service API

Master JSON Schema

Ready to Turn Your Document Packs into Trusted Data?

Send the pack, get back one vetted master JSON. Aether runs the agents, the rules and the AI spend behind your document workflows.