From Image to SEO: Building a Smarter Way to Write Product Listings

There’s a moment every catalog manager and e-commerce seller knows too well: staring at a blank bullet point section, wondering how to describe yet another barstool or lamp in a way that sounds fresh, clear, and SEO-friendly. Multiply that by hundreds of products, and you’ve got a time sink.

I’ve been there — and I figured there had to be a smarter way.

So I built one.

Introducing the Bulk Image Labeler + SEO Copy Generator — a tool that takes in product images and outputs ready-to-use Amazon-style titles and bullet points. No more switching between spreadsheets, folders, and AI chat prompts. Just upload your images and let the tool do the thinking.

Here’s what it does:

• Uses computer vision (BLIP) to generate a product caption from the image

• Feeds that caption into GPT-4 with a custom prompt

• Outputs a clean product title + 5 SEO bullet points

• Lets you export all of it into CSV — ready for bulk upload

If you're working with a large catalog or reselling from suppliers, manual copywriting is not only slow — it’s inconsistent. By using AI to interpret visual features and generate listing content, you can scale with more accuracy and less burnout.

A few smart touches

What started as a prototype became more refined:

• Batch uploads for multiple products at once

• Custom prompt builder with tone, focus, and audience options

• Thumbnail previews and gallery layout

• CSV download with all generated metadata — including captions

It’s still evolving, but I’ve already used it to generate real listings in half the time it used to take.

What’s next?

I’m exploring integrations with lifestyle image generation tools, allowing product listings and visuals to evolve side-by-side. I also want to offer this tool as a lightweight service for catalog teams — especially in furniture, home goods, and private-label retail.

Want to see it in action?🎥 Watch the demo on YouTube

Thanks for reading — and if you're building in this space too, I’d love to connect.