Product · Enrichment

Turn raw transactions into clean merchant data

Finch's AI-powered enrichment engine identifies and organises transaction data with high accuracy — merchant, category, location, logo, website and recurring payment detection.

01

Clean merchant name

Normalise noisy descriptors into a canonical merchant.

02

Merchant category

Assign standard MCC-aligned categories automatically.

03

Transaction category

Bucket spend into behaviour-oriented categories.

04

Merchant location

Identify the city and precise store where available.

05

Merchant logo & website

Enrich records with brand assets and web presence.

06

Recurring detection

Detect subscriptions, bills and repeating patterns.

Start with Finch

Turn transaction data into a competitive advantage.

Book a walkthrough with our team. We'll show Finch running on real Australian transaction data and scope a path to production.