Resources

Build Milestones

From the first matcher to a public sandbox. Milestones recorded in the pitch deck; not a list of certified production deployments.

February 2026

First matcher

A descriptor-parsing prototype to resolve noisy transaction strings.

April 2026

Local merchant directory

An initial directory of approximately 830 merchant profiles and 7,500+ aliases across 14 cities, as recorded in the pitch deck.

June 2026

API pipeline

The matching engine became a FastAPI service with an Aho–Corasick core.

August 2026

Retail transaction testing

Testing on real transaction descriptions from major retailers, as reported in the pitch deck. This is not a bank deployment or an independently measured accuracy benchmark.

September 2026

Public sandbox

A browser-based sandbox made transaction enrichment available for hands-on evaluation.