Processes

Validate data form and content

How validate data form and content are reshaped as AGI capability advances.

ProcessesValidate data form and content
Validate data form and content — illustrated

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How the work flows

Trigger: An electronic data transmission or digital document arrives at the insurer's intake system.

  1. Ingest the incoming data file or document
  2. Parse the data to verify structural and format compliance
  3. Check for the presence of all mandatory fields
  4. Cross-reference content against master eligibility and provider databases
  5. Identify and flag syntax errors, invalid codes, or logic discrepancies
  6. Pass validated records to downstream systems
  7. Route flagged exceptions to remediation queues or return them to the sender

Outcome: The data is verified for structural integrity and factual accuracy, allowing clean records to proceed to core processing while routing errors for remediation.

Measured by

First-Pass Acceptance RateValidation Error RateData Validation Cycle TimeException Routing Time