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Commerce · March 13, 2026

Document OCR with Human-in-the-loop

No AI magic. Fallback + Auditability Document workflow.

What it does

This is a proper document workflow engineered for big Finance & Operations departments where AI+OCR helps to get 70-90% of the extraction and human-in-the-loop catches the remaining. It allows human-in-the-loop manual capturing and tracks audit log of the user's actions. This is for big companies who would love some AI/LLM magic, but still has to have fallback protocols and human-in-the-loop checks, and many products out there do not have this UX.

Does the same job

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  • DE
    Document extraction with human feedback loopSep 2025 · ▲7

    About the feature: We built a tool for automatically assessing business health from complex management financial documents and bank statements. In order to get this working reliably, we had to iterate extensively on the prompts for the structured output at the field level. This led us to building a feature to allow users to improve them too, and with some context engineering, we have what we are calling “feedback loops”. Here is a 2 min demo https://www.youtube.com/watch?v=ZDNlEZydoXU How it works (video runs through these steps): 1. Create a target form for your extraction…

  • AI Workflow Delivery Kit6d ago · payhip.com · ▲1

    Turn vague OCR and agent jobs into testable scope

  • Docuct AIFeb 2026 · ▲3

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