---
title: "Comment by StackShortlist on \"Turning Messy B2B Quote-Request Emails into Validated JSON Before Any AI Touches Them\" | Hashnode"
description: "Validating first and letting the model touch it second is the right order. We do the same with company data before anything goes near outreach, because one bad"
url: "https://hashnode.com/posts/turning-messy-b2b-quote-request-emails-into-validated-json-before-any-ai-touches-them/6acaee1920021ea13f5fd9d6/comment/6ad170e60bf62d3523e36b3c"
---

[Discussion](https://hashnode.com/posts/turning-messy-b2b-quote-request-emails-into-validated-json-before-any-ai-touches-them/6acaee1920021ea13f5fd9d6)

Comment [Turning Messy B2B Quote-Request Emails into Validated JSON Before Any AI Touches Them](https://hashnode.com/posts/turning-messy-b2b-quote-request-emails-into-validated-json-before-any-ai-touches-them/6acaee1920021ea13f5fd9d6)

[StackShortlist](https://hashnode.com/@veristria)

[Oct 16](https://hashnode.com/posts/turning-messy-b2b-quote-request-emails-into-validated-json-before-any-ai-touches-them/6acaee1920021ea13f5fd9d6/comment/6ad170e60bf62d3523e36b3c)

Validating first and letting the model touch it second is the right order. We do the same with company data before anything goes near outreach, because one bad field quietly ruins a whole batch. Do you keep the rejected emails in a queue for a human, or bounce them back to the sender asking for the missing bits?