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Case Study — Computer Vision & OCR

ERP Screen Change Detector

An AI-powered computer vision system that automatically detects meaningful screen changes in ERP demo recordings, captures key screenshots, extracts OCR text, and generates structured JSON, CSV, and HTML outputs for business process documentation and SOP automation.

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ERP Screen Change Detector

The Challenge

Documenting ERP business processes meant scrubbing through demo recordings frame by frame — pausing, screenshotting, and transcribing every screen manually. The result was slow, error-prone documentation that was already stale the moment the system changed.

What We Built

  • Perceptual change detection with SSIM, ORB feature matching, and perceptual hashing so only meaningful screen changes trigger capture
  • Automatic key-frame extraction from ERP demo recordings using OpenCV
  • OCR text extraction with EasyOCR to capture on-screen content for every captured frame
  • Jinja2 templates generating structured JSON, CSV, and read-friendly HTML documentation outputs
  • YAML-driven configuration for per-system monitoring rules and capture thresholds
PythonOpenCVEasyOCRSSIMORBPerceptual HashingJinja2YAMLComputer VisionOCR

Results

Documentation time

Hours → minutes per recording

Change detection

SSIM + ORB + perceptual hash

Output formats

JSON · CSV · HTML

More Work

Batch Disclosure — Price-Moving Catalyst Detection

Batch Disclosure — Price-Moving Catalyst Detection

An AI-powered system that scans ASX and SEC filings for forward-looking disclosures — contracts, M&A, guidance — that move micro-cap prices before the market catches on.

WikiGen — Autonomous, Bias-Aware Knowledge Synthesis

WikiGen — Autonomous, Bias-Aware Knowledge Synthesis

A multi-agent GraphRAG system that autonomously writes reliable, bias-aware Wikipedia-style articles with verifiable provenance on every claim.

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