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A Guide for Enterprise Leaders

Introduction: Why Enterprises Need an ADP Layer Now Enterprise document volumes are exploding, yet back-office workflows are still clogged with manual routing, data re-entry, and error-prone approvals. Finance teams waste hours reconciling mismatched invoices. Operations pipelines stall when exceptions pile up. IT leaders struggle to maintain brittle integrations every time a vendor shifts a…

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Evaluating OCR-to-Markdown Systems Is Fundamentally Broken (and Why That’s Hard to Fix)

Evaluating OCR systems that convert PDFs or document images into Markdown is far more complex than it appears. Unlike plain text OCR, OCR-to-Markdown requires models to recover content, layout, reading order, and representation choices simultaneously. Today’s benchmarks attempt to score this with a mix of string matching, heuristic alignment, and format-specific rules—but in practice, these…

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