● Real pipeline · Anonymized data · No signup
See UPIForge turn real bank data into structured intelligence
Pick a pre-anonymized sample statement below. We'll run it through the live enrichment pipeline — merchant normalization, categorization, recurring detection — and show you exactly what your users would see.
Sample statements
Running the enrichment pipeline…
Top spend categories
Classification confidence
Enriched transactions
| Date | Raw description | Merchant | Category | Amount | Conf. |
|---|
Want to run this on your own data?
Get a sandbox API key and process up to 500 of your own transactions. No commitment — just email us and we'll send the key within 24 hours.
Request sandbox API key