Transaction Intelligence
Sub-50ms semantic intelligence for payments. Parse merchant descriptors, triage disputes, and route mobile banking queries inside the authorization window.
Three specialist models replace regex-based merchant parsing, manual dispute triage, and cloud-dependent mobile NLU. Each operates within the payment authorization window: parsing cryptic merchant descriptors, converting free-text complaints to structured triage JSON, and routing mobile banking queries on-device with zero network latency.
3 specialist models
How It Works
One specialist model per payment decision,
running inside the authorization window
Merchant Descriptors Parsed Semantically in the Auth Window
'SQ *JOES CFF SHP NY' is meaningless to regex. Cloud enrichment APIs parse it but add latency that breaks the 50ms authorization window. A specialist LFM parses merchant descriptors semantically in under 35ms, directly in the hot path. No cloud round-trip, no per-call cost. New POS formats adapt via LEAP in minutes.
Free-Text Complaints to Structured Triage in 40ms
Dispute complaints are emotional, messy, and full of implicit context. Manual triage creates million-case backlogs. Cloud LLMs could parse them at 800ms+ with PII exposure. A specialist LFM outputs structured triage JSON in under 40ms, on your infrastructure. Deterministic output for auditable decisions. The backlog clears.
On-Device Banking Queries at Zero Marginal Cost
Millions of mobile banking queries arrive with typos and abbreviations. Keyword matching fails. Cloud NLU adds latency and per-query costs that compound at scale. A specialist LFM quantized to 150MB deploys on-device: typo-resilient, zero network latency, zero marginal cost. Intent understood, not keywords matched.
Try each model
All Demos
Semantic Transaction Enrichment
Parse chaotic merchant descriptors into structured data within the 50ms auth window.
Semantic merchant parsing in <35ms. Fits inside the auth window where regex and keyword matching fail
Dispute & Chargeback Intelligence
Convert unstructured customer dispute complaints into structured triage data instantly.
Unstructured complaint → structured triage JSON in <40ms. Zero PII leaves your perimeter
Mobile Intent Router
Typo-resilient semantic routing for mobile banking app queries. On-device, zero cloud.
On-device semantic routing in <15ms. Typo-resilient, zero cloud API calls, instant UX
Ready to deploy in your environment?