Source OCR Optical Clarity
Evaluates scan resolution, contrast, rotation, and character-level optical ambiguity scores directly from the OCR engine.
Verifiable Trust & Anomaly Detection
Multi-Factor Confidence Scoring
Never trust black-box OCR guesses blindly. Parse Relay computes holistic multi-factor confidence scores combining OCR quality, schema conformance, business rules, and reviewer history.
Architectural Pillars
How It Works Under the Hood
Schema Format Conformance
Validates whether extracted values match strict data types (e.g., ISO dates, valid currency numbers, email syntax, phone formats).
Mathematical Rule Consistency
Reconciles line-item math (Qty × Price = Amount, Subtotal + Tax = Total) to detect transcription errors immediately.
Threshold-Based Routing
Route high-confidence documents directly to automated export, while routing any low-confidence exceptions to human review.
Enterprise Capabilities
Visual confidence color indicators on every field (Green, Yellow, Red)
Configurable organization threshold (e.g., auto-approve >= 90%)
Pixel coordinate hover highlighting source text location
Continuous accuracy calibration based on human correction trends
Experience Multi-Factor Confidence Scoring
Build your first parser workflow today. Test in sandbox mode with 20 complimentary document credits.