Governed categorization
Classify inflows and outflows through a controlled and maintainable financial taxonomy.
Explainable financial intelligence
Turn raw transaction data into usable financial context.
Categorize activity, recognize merchants, detect recurring patterns, and create explainable signals that institutions can use inside approved journeys.
From strings to signals
Raw transaction descriptions are inconsistent and difficult to interpret at scale. Enrichment and categorization create a reusable intelligence layer for financial management, affordability, verification, service, and growth.
Core capabilities
Built around the outcome, not a catalogue of disconnected features.
Each capability can stand alone, but the value compounds when data, consent, intelligence, and action stay connected.
Merchant recognition
Resolve transaction descriptions into recognizable merchant, counterparty, and channel context.
Recurring patterns
Detect likely salary, rent, subscriptions, bills, repayments, and other repeated financial activity.
Financial signals
Create explainable income, commitment, spending, and cash flow indicators for approved journeys.
Rule governance
Keep production rules observable, versioned, testable, and controlled.
Privacy aware AI
Use external AI to propose missing rules without granting it direct access to regulated PII.
From intent to operation
A controlled journey from first question to live capability.
Open Finance works when product, technology, compliance, operations, and the customer journey move through the same programme.
Normalize
Clean source specific transaction fields.
Resolve
Match known merchants, categories, and recurring patterns.
Extend
Create a governed new rule when no suitable rule exists.
Use
Apply the enriched context inside an approved financial experience.
Experience layer
AI strengthens the rulebook, not the customer record
Production data remains inside the regulated environment. AI can help build or refine rules using controlled examples and context that excludes PII.
Operating model
Data Enrichment and Categorization
- 01Governed taxonomy
- 02Merchant and recurring detection
- 03Explainable financial signals
- 04PII isolated AI assistance
A transparent view of the capabilities involved. This is an operating model, not a product screenshot.
Make transaction data understandable and useful at scale.
Explore the categories, merchants, patterns, and financial signals required by your priority journey.