I will architect and develop enterprise llm based ocr workflows


About this gig
AI-OCR systems suffer silent errors, data truncation, or hallucinations when processing complex, non-standardized forms. As an independent AI algorithm consultant and architect with a Ph.D. in AI and over 5 years of commercial deployment experience, I provide enterprise-grade OCR solutions for processing multi-modal business documents.
What I Offer
Architecture Decoupling: Implementing multi-engine workflows for high-precision table structure parsing to accurately extract the structural information of complex documents.
Confidence-Based Routing System: Architecting a multi-stage routing system. This mechanism effectively intercepts low-confidence OCR outputs across various pipeline stages, automatically redirecting them for human-in-the-loop review.
Robust Evaluation Framework: Utilizing standard industry metrics in conjunction with domain-specific datasets and evaluation methodologies to conduct comprehensive, precise quantitative analyses of the workflow's accuracy and robustness.
Format Validation & Output Strategy: Strictly regulating and standardizing input and output formats at every workflow node to ensure maximum scalability.
Get to know Jiawei Su
AI Architect
- FromChina
- Member sinceMar 2026
Languages
English, Chinese, Japanese
