I will architect and develop enterprise llm based ocr workflows

J
james_sue
J
james_sue
Jiawei Su

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

Jiawei Su

AI Architect

  • FromChina
  • Member sinceMar 2026
  • Languages

    English, Chinese, Japanese
AI architect Rich experience of developing customized Agents and RAGs/Multi-modal document retireval/Agent memory optimization/Fine-tuning/Vision language model/Geospatial foundation model etc. ⭐ Ph.D. in AI research. ⭐ Top-Tier R&D & Industry Experience (Fujitsu, KDDI, NTT) ⭐ Tech Lead positions driving AI application deployment at multiple SMEs. ⭐ First author of a globally recognized paper on AI security (Top journal, featured by BBC News & The Register, 3500+ citations). ⭐ Trilingual (EN/JP/CN) independent AI Consultant focused on pragmatic, cost-effective solution.

Other AI Development Services I Offer