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Dexos Operations Engine

Case Study & Outcome Report

Challenge

Slow turnaround times on vendor payments caused supply delays and compliance tracking problems.

Approach

We set up OCR parsing libraries, integrated LLM formatting rules, created a verification React console, and hooked up databases with indexing.

Outcome

Processing time per document dropped from 4 minutes to under 15 seconds. Human-in-the-loop validation is needed for only 15% of tasks.

Core Capabilities

Intelligent parsing

Extracts structured key-value pairs from complex, non-standard PDFs, scans, and images.

Confidence score gate

Flags low-confidence extractions and routes them directly to human agents for manual review.

Automated billing reconciliation

Matches extracted invoice data against purchase orders to detect discrepancies.

Audit logs & compliance

Tracks every modification and extraction step to maintain full regulatory compliance.