---
title: "Discussion on \"AI shouldn't guess with money: 5 design rules from building an AI bookkeeping pipeline\" | Hashnode"
description: "Discussion on \"AI shouldn't guess with money: 5 design rules from building an AI bookkeeping pipeline\". Most AI demos for finance look great until the numbers have to add up. A model that is 97% right on bank statements is still wrong on three lines out of a hundred, and in bookkeeping one wrong line me"
url: "https://hashnode.com/posts/ai-shouldn-t-guess-with-money-5-design-rules-from-building-an-ai-bookkeeping-pipeline/6af8121c903fb2adf7a96d53"
---

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# [AI shouldn't guess with money: 5 design rules from building an AI bookkeeping pipeline](https://tirukavala.hashnode.dev/ai-shouldn-t-guess-with-money-5-design-rules-from-building-an-ai-bookkeeping-pipeline?utm_source=hashnode&utm_medium=feed)

Most AI demos for finance look great until the numbers have to add up. A model that is 97% right on bank statements is still wrong on three lines out of a hundred, and in bookkeeping one wrong line me

1d ago · 4 min read · tirukavala.hashnode.dev  
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## Written by

[Tiru Kavala](https://hashnode.com/@tirukavala)

@tirukavala · Hyderabad, India

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

AI automation, Claude agents & AWS | Solution architect

I build AI automation that businesses can trust with real work: finance and document workflows, Claude agents with approval gates and audit trails, and the AWS systems underneath. ~15 years building large systems, most recently as a solution architect and engineering manager on fraud-decisioning platforms at Capital One. Builder of FinMoment, an AI bookkeeping pipeline where nothing is guessed. Based in Hyderabad (IST).

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