01
Edge Ingestion
Module 1
Ingest incoming handwritten claim documents and unstructured PDFs.
Use Case 11 · Banking, Finance & Insurance
Unstructured Claims & RFP Automated Processing
Multi-model agentic extraction and validation for complex claims and RFPs.
Customer need & pain point
The problem this replaces.
- Weeks lost manually reading unstructured claims, medical bills, and enterprise RFP documents.
Step-by-step execution
How the engine executes it.
02
Edge Scrubbing
Module 1
Route document vision parsing to Qwen 2.5/DeepSeek-R1 to extract structured claim fields.
03
Model Processing
Module 1
Validate extracted line items against core insurance back-end policy databases using MCP tools.
04
Agentic Action
Module 4
Issue automated approval for claims below threshold or flag fraud risk scores.
Quantifiable ROI & impact
What changes commercially.
- 70% faster claims processing
- 52% lower token compute costs via dynamic LLM routing
The “aha” moment
“Claims processing time dropped from 8 days to 4 minutes while saving 50% on underlying compute costs.”