---
title: "Corpable (@corpablehk) | Hashnode"
description: "Cross-border e-commerce & HK company setup for Alibaba.com exporters. Read the latest articles by Corpable on Hashnode."
url: "https://hashnode.com/@corpablehk"
---

@corpablehk

# Corpable

@corpablehk · Hong Kong · Joined October 2026

Cross-border e-commerce & HK company setup for Alibaba.com exporters

### [Turning Messy B2B Quote-Request Emails into Validated JSON Before Any AI Touches Them](https://corpablehk.hashnode.dev/turning-messy-b2b-quote-request-emails-into-validated-json-before-any-ai-touches-them?utm_source=hashnode&utm_medium=feed)

Most teams that add an AI assistant to their sales inbox start at the wrong end. They wire a model to "read the email and write a reply", then spend weeks patching weird outputs. In B2B export sales,

6 min read · [corpablehk.hashnode.dev](https://corpablehk.hashnode.dev/turning-messy-b2b-quote-request-emails-into-validated-json-before-any-ai-touches-them?utm_source=hashnode&utm_medium=feed)

[1](https://hashnode.com/posts/turning-messy-b2b-quote-request-emails-into-validated-json-before-any-ai-touches-them/6acaee1920021ea13f5fd9d6) [Oct 11](https://hashnode.com/posts/turning-messy-b2b-quote-request-emails-into-validated-json-before-any-ai-touches-them/6acaee1920021ea13f5fd9d6)