0−%
Support tickets (“what charge?”)
0%benchmark
Descriptor coverage
0sprint
Integration time
The problem
Neobanks live or die on trust. “SQ *…” lines erode confidence even when money movement is perfect.
The Orsa layer
Send descriptors to Orsa’s transaction identification path and get back merchant-grade JSON you can render beside amounts.
In production
Teams shipping with this workflow.
Ferndesk
“Expense approvals show merchant logos instead of cryptic strings.”
Paragon Group
“Internal finance tools reconcile faster with consistent merchant objects.”
Mintlify
“Docs examples use realistic transaction samples without PII.”
Endpoints that power this workflow