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[case_007] · § Automation · Advanced

Intelligent Document Processor — 90% manual processing eliminated.

AI pipeline that ingests, extracts, classifies, and routes documents automatically — replacing manual data entry at scale.

PythonOCRGPT-4FastAPIS3Redis

client · Legal services firm

  • [1] · manual work removed
    90%
  • [2] · data-entry roles redeployed
    3
  • [3] · classification accuracy
    98.4%
  • [4] · pilot to prod
    9w
Intelligent Document Processor — fig. 01 illustration

fig. 01 · intelligent document processor accent = 90% manual processing eliminated

[01]
§ Challenge

Challenge

Three full-time hires keying case documents into a case management system. Backlog growing weekly, turnaround SLAs slipping, every misroute meant a partner had to unblock it manually.

[02]
§ Approach

Approach

Document ingest lambda → OCR (Textract) → GPT-4 structured extraction with custom schema per document type → human-in-the-loop review UI for low-confidence items → automatic routing into the case management system via API.

[03]
§ Outcome

Outcome

90% of documents processed without human touch. Three roles redeployed to higher-value client work. Classification accuracy 98.4% on validation set.

"We stopped hiring for the queue. That was the whole business case."

— Managing Partner · Legal services firm

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