Sentiment Readiness

The Sentiment Readiness module evaluates documents for completeness and quality before they enter the extraction pipeline.

Overview

This pre-processing step helps identify documents that are likely to yield poor extraction results, allowing you to reject or flag them early in the workflow.

Quality Checks

• Image resolution and clarity assessment
• Document orientation and skew detection
• Page completeness verification
• Readability scoring for handwritten content
• Blur and noise level detection

Use Cases

• Pre-screening uploads — Reject low-quality submissions before processing to save pipeline resources
• User feedback — Provide real-time feedback to end users about document quality during upload
• Quality metrics — Track submission quality trends across pipelines and clients

Response Fields

• readiness_score — Numeric score (0–1) indicating extraction readiness
• issues — Array of detected quality issues
• recommendation — Suggested action: PROCEED, REVIEW, or REJECT

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Note: Sentiment Readiness is available as an optional pre-processing step and does not replace the main extraction pipeline.