Lunnoa

Banking

AI-powered loan origination and credit assessment

Automate document collection, financial spreading, and credit memo generation, reducing origination from weeks to days.

The challenge

Business loan origination typically takes 2–4 weeks: document collection, financial spreading from tax returns and bank statements, credit memo drafting, manual review. Customers churn; pipeline is lost; relationship managers spend their time chasing paper instead of selling.

How Lunnoa runs it

  1. 1

    Ingest

    Pull the documents, events, or system records that start this process.

  2. 2

    Analyse

    AI agents collect documents via a borrower portal, auto-extract financial data from tax returns, management accounts, and bank statements, generate structured credit memos using your template and risk policy, and route them to credit analysts for review, with full citations back to source documents.

  3. 3

    Decide or escalate

    Clear cases continue under policy; exceptions go to a person with a structured pack.

  4. 4

    Write back and prove

    Update systems of record and keep an attributable trail for review.

Systems touched

  • core banking
  • document portal
  • CRM
  • credit policy store

In the product

Step-by-step agent behaviour

Pull the documents, events, or system records that start this process.

Compliance annotation

Credit memos cite source documents. Customer data never leaves your VPC. Fit for credit committee and audit review.

Security & architecture brief

Outcomes

  • Origination cycle cut from weeks to days
  • 60% more applications processed per analyst
  • Higher conversion: customers don't drop out of long intake flows
  • Every decision fully auditable with source citations

Für Teams, die Infrastruktur bereits ernst nehmen.

  • CTOs und Platform-Teams, die die Passung zur eigenen Referenzarchitektur prüfen
  • Security und Compliance mit Fokus auf Datenresidenz und Zugriffskontrolle
  • Operations-Teams, die nachvollziehbare Läufe brauchen, keine Black-Box-Automatisierung
  • Builder, die unbegrenzte Nutzung unter einer Pauschallizenz wollen