Fact | Detail |
|---|---|
Client | Fashion distributor, Surat, selling to the UK and US |
Country | India, with UK and US customers |
Platform | Make.com |
Stack | Telegram bot, Make.com, ChatGPT vision, Airtable staging, Shopify Admin API |
Result | Cataloguing 10+ hours a week to under 1, a 90% cut |
Quality | Listing errors under 1% |
Speed | Vendor message to live listing in under an hour, down from one to two days |

Posted Aug 27, 2026
A fashion distributor's vendors send products as Telegram photos and one line of text. An AI vision step on Make.com turns them into structured Shopify listings, cutting cataloguing time by 90% with listing errors under 1%.