Triqai launches transaction enrichment API

This is the kind of unsexy fintech infrastructure that can become sticky fast if it actually outperforms manual cleanup. The moat is not "AI" by itself; it's coverage on long-tail merchants and enough confidence control to keep bad matches out of production.

• –Live web signals plus LLMs are a sensible answer to rebrands, obscure processors, and one-off merchant strings that static dictionaries miss.
• –API-first packaging plus free credits makes it easy to test on real transaction data before a team commits.
• –Confidence scores are the right product primitive here because downstream apps need to know when to trust, fall back, or flag a match.
• –A bulk CSV or Excel import path would widen adoption beyond engineers and make this more useful for finance ops teams.