Eliminating front-desk friction with localized, high-speed document intelligence for healthcare providers.

The Challenge

Waiting rooms are clogged by manual data entry. Staff spend 5-10 minutes typing in policy numbers, group IDs, and patient details from physical cards—often with errors that lead to late-cycle denials.

The Solution: Nexus Card-Agent

A specialized Vision-LLM pipeline that works on mobile devices. Patients snap a photo; the agent extracts all 22+ fields and performs a real-time eligibility check via payer APIs.

Card Scanner
Eligibility
Patient EMR

The Stack

  • Edge Vision: Mobile-first image enhancement and de-skewing.
  • LLM-Extraction: Zero-shot field identification (even for obscure regional payers).
  • Validation Logic: Cross-references against internal patient registries.
Field Accuracy (Nexus OCR) Traditional OCR
Policy Number 99.9% 85%
Payor ID 100% 82%
Complex Logos Professional Often Fails
Edge Cases Handled via Agentic Logic Manual Redirection

Implementation Workflow

Patients receive a link via SMS. They capture the card. Within 2 seconds, the data is in the EHR system, and the patient is checked in.

ROI Impact

One regional hospital group reduced patient wait times by 65% and eliminated 100% of data-entry-related claim denials, saving an estimated $450k per year in administrative overhead.