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Document Intelligence · Evaluation

AI Readiness Calculator

A structured framework for scoring how ready a document set is for downstream AI / RAG use.

Problem

Before investing in a RAG or document-AI system, teams need an honest answer to: is this document collection actually usable by an AI system?

Approach

Breaks document AI-readiness into measurable dimensions — structure, text extractability, consistency, metadata quality, and embedding-friendliness — and scores a document set against them empirically rather than by intuition.

Pipeline

  1. 01Document SetInput corpus
  2. 02Structural AnalysisFormatting & layout
  3. 03ExtractabilityOCR / text quality
  4. 04Embedding FitChunk & vectorize sample
  5. 05Readiness ScoreDimension-level output

Technologies

  • Python
  • Document Intelligence
  • OCR
  • Embeddings
  • Evaluation

Notes

  • Evaluate AI systems empirically — readiness is measured per dimension, not asserted.
  • Designed to surface exactly where a document set will break a RAG pipeline before it's built.