---
title: "Discussion on \"From Test Cases to Prompts: How I Built an AI Receipt Scanner as a Quality Engineer with No Dev Background\" | Hashnode"
description: "Discussion on \"From Test Cases to Prompts: How I Built an AI Receipt Scanner as a Quality Engineer with No Dev Background\". A Quality Engineer's honest account of building a real AI-powered app in one week"
url: "https://hashnode.com/posts/from-test-cases-to-prompts-how-i-built-an-ai-receipt-scanner-as-a-quality-engineer-with-no-dev-background/6a0cb0e38837277411897107"
---

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# [From Test Cases to Prompts: How I Built an AI Receipt Scanner as a Quality Engineer with No Dev Background](https://hema-sdet.hashnode.dev/from-test-cases-to-prompts-how-i-built-an-ai-receipt-scanner-as-a-quality-engineer-with-no-dev-background?utm_source=hashnode&utm_medium=feed)

A Quality Engineer's honest account of building a real AI-powered app in one week

May 19 · 14 min read · hema-sdet.hashnode.dev  
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## Written by

[HemaN](https://hashnode.com/@hemnam)

@hemnam · Toronto, Canada

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

SDET at Extensiv

I’m Hema Nambiradje, a Senior Quality Engineer who loves digging into problems, improving systems, and helping teams ship reliable, user‑focused products. I care a lot about clean processes, thoughtful testing, and building things that actually hold up in the real world. I’m always exploring new tools, learning something nerdy, and sharing what I discover along the way.

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