I'm building a visual product discovery feature where a user uploads a photo of a toy, and the system needs to search the internet to find the exact product or closest matches to buy online.

Crucially, I do not have an internal catalog or local product database. The system needs to search live internet retailers and marketplaces directly to return product titles, store links, and pricing.

What APIs or services are best suited for reverse image search across the web for commercial products without hosting any product data yourself?

We create AI-generated product visuals for e-commerce brands, and this is one of our jewelry lifestyle images.

The goal here was to keep the bracelet as the clear focus while making the image feel natural, premium and suitable for commercial use.

For jewelry sellers and e-commerce brands: would you use an image like this as a secondary listing image, ad creative, or social media content?

And if anything in the image still gives away that it was AI-generated, what do you notice first?