---
title: "Discussion on \"Engineering Reliable AI Document Scanning: Prompts and Schemas\" | Hashnode"
description: "Discussion on \"Engineering Reliable AI Document Scanning: Prompts and Schemas\". Turn messy receipts and booking confirmations into structured financial records using Gemini, JSON schemas, and multi-model fallback strategies."
url: "https://hashnode.com/posts/engineering-reliable-ai-document-scanning-prompts-and-schemas/6a89fd7f6a55b42392e7dc81"
---

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# [Engineering Reliable AI Document Scanning: Prompts and Schemas](https://bibekkakati.hashnode.dev/engineering-reliable-ai-document-scanning-prompts-and-schemas?utm_source=hashnode&utm_medium=feed)

Turn messy receipts and booking confirmations into structured financial records using Gemini, JSON schemas, and multi-model fallback strategies.

Feb 24 · 5 min read · bibekkakati.hashnode.dev  
Updated Aug 26  
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## Written by

[Bibek Kakati](https://hashnode.com/@bibekkakati)

@bibekkakati · India

  
[View profile](https://hashnode.com/@bibekkakati)

Software Engineer • Backend & AI Engineering

Software Engineer with 5+ years of experience building scalable backend and distributed systems across domains and AI.

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