Case Study

Automate document analysis

A clinical laboratory now processes thousands of pages of calibration reports quarterly—with automated failure detection and remediation recommendations.

5,000+
Pages per quarter
16–20
PDFs processed quarterly
10x
Faster than manual
100%
Consistent quality

The Challenge

Regulatory compliance at scale

Clinical laboratories must validate their analytical instruments before use. This involves running hundreds of test specimens and documenting results in calibration reports for CLIA, CAP, and state health department compliance.

Our client faces an ongoing validation workload: 16–20 PDFs every quarter, each approximately 300 pages. Mixed content—cover pages, data tables, scatter plots, summary statistics. Manual review consumed days of a lab director's time each cycle.

16–20
PDFs per quarter
~300
Pages per PDF
Days
Of manual review

The Outcome

From days to minutes

Every calibration report is now processed automatically. Pass/fail results are extracted into structured spreadsheets. Failures generate detailed reports with specific remediation steps. Lab directors focus on exceptions, not page-by-page review.

Before
  • Days of manual review per quarter
  • Human fatigue leads to missed findings
  • Inconsistent documentation
  • Lab director time on repetitive work
After
  • Minutes per document, not hours
  • Every page analyzed consistently
  • Structured output ready for compliance
  • Lab director focuses on exceptions

Deliverables

What the lab receives

Structured Results

Every calibration record extracted into spreadsheets. Assay names, pass/fail status, error indices, specimen counts—all in a consistent format.

Failure Reports

When issues are detected, detailed reports explain what failed and why. Specific remediation steps based on failure type. Ready for quality review.

Compliance Documentation

Output formatted for regulatory requirements. CLIA, CAP, state health department audits supported with consistent, traceable records.

Have documents that need analysis?

This approach works for any high-volume document workflow—legal contracts, medical records, financial reports, regulatory filings. Let's discuss your use case.

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