A warning about using generic AI for product photos (it’s probably decrease your return rate).

A lot of store owners are using basic AI tools to save money on product photography. It seems like a smart move until your conversion rate drops or your return rate spikes.

A local clothing brand here in Argentina was doing this because they couldn't afford a real photoshoot. The problem is that generic AI models hallucinate. The AI subtly changes the texture of the cotton, messes up the stitching, or alters the physical fit of the shirt. or the leters

When the customer gets the physical item and it doesn't perfectly match the photo, they feel cheated. You lose trust instantly.

I’m 16 and mostly do custom programming gigs, so I looked at this as a pure logic puzzle. I realized you can't let the AI touch the actual product at all.

I ended up coding a custom image pipeline for them from scratch to bypass this. Here is how the logic works:

• We take raw photos of the clothes against a blank wall using just a phone.

• My script completely isolates and freezes the exact pixels of the clothing item.

• It then generates the 4K background environment and recalculates the shadows, leaving the original fabric 100% untouched by the AI.

They got a full, high end catalog without paying for a studio, and more importantly, without lying to their customers about the product details.

If you are trying to cut costs on visuals, make sure whatever workflow you use protects the original item.

For those who run apparel stores, what is your current acceptable return rate using generic AI photos??