Start with the business transaction
Identify the document-driven process, arrival channels, peak volumes and downstream decisions. Distinguish mandatory fields from useful fields and define what happens when a document cannot be processed.
TECHTIERA · EXPERTISE IN ACTION
Intelligent Document Processing Evaluation Checklist
Evaluate the whole workflow, including the exceptions.
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What you need to know
An IDP evaluation should measure document understanding, human review and business integration on representative samples. Extraction accuracy alone is not a sufficient acceptance criterion.
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Explore the approach
Build a representative sample
Include scans, photographs, different layouts, handwritten fields where relevant, low-quality inputs and unusual cases. Agree how reference answers will be labeled and reviewed.
Set field-level acceptance rules
Define accuracy and completeness by field and document type. Decide which values need human verification, what confidence thresholds mean and how exceptions are routed.
Test operational integration
Check duplicate handling, validation against business systems, access controls, retry behavior and evidence retained for each transaction. Include processing time and reviewer workload in the evaluation.
Plan improvement and ownership
Assign responsibility for model changes, rule updates, document drift and reviewer feedback. Track the cost per completed transaction alongside quality and cycle time.
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