AI Product Listing Generator: The Full Workflow

An AI product listing generator isn't one tool doing one job. It covers four different things: the main photo, secondary shots, infographics, and video. Each works differently, and mixing them up is the main reason people get stuck halfway through.

I'm Alex, content lead at Flami. Here's the full workflow, from the first raw photo to upload.

Step 1: Gather your source images

Start with a plain photo of the product. Shot on a phone, daylight near a window, no flash. The whole product needs to be in frame and in focus.

Grab a few angles: front, side, and a close-up of any detail that actually sells the item.

If the packaging has text on it, shoot the label separately so it stays legible.

This step can't be handed off to generation. Skip it and the model paints a product that looks close enough. A buyer compares it to what arrives, and you get a return.

Step 2: The main photo

The goal here is a clean shot that stands out in search results.

Platforms are strict about main images. Most platforms require a plain white or solid-color background with nothing else in the frame, so check your specific marketplace's image guidelines before you generate anything.

For product shots, I reach for Nano Banana or Seedream 5.0. The step-by-step workflow is here.

Step 3: Secondary shots

You get more room here: the product in a room, in someone's hands, in use, a close-up of the texture.

These shots exist to answer objections. Size compared to something familiar, what the material looks like up close, what's actually in the box.

I used to do this backwards: build the pretty scene first, then try to guess what objections it raised, and I still catch myself doing it.

This is where sellers lose the most sales, because the shots look good instead of making sense.

Step 4: Infographics

This is the shot with text on it. Which model you pick depends on whether the text gets generated inside the image or added afterward.

Adding the text in an editor afterward is the safer route: you control the font, and the copy stays exact. If the text has to be part of the generated scene itself, pick a model that renders on-image text well, like Ideogram 3.0 or GPT Image 2. We compared how accurately different models render text on images.

Step 5: Video

The clip gets built from a finished still: image first, animation second. For product shots, Kling 3.0 holds up better, and the process is laid out in our piece on animating product photos.

Length, format, and file size limits vary by platform, so check Amazon's listing video specs and TikTok Shop's video cover guidelines before you export anything.

Step 6: Check everything before you upload

The product in your shots matches what the buyer actually gets. Not close, matches.

Text on the packaging isn't distorted.

No third-party logos or brand marks snuck into the frame, we wrote a separate piece on that.

Resolution and format match what the platform asks for.

Nothing visual promises more than the product actually delivers.

The full checklist is here.

How long does an AI product listing generator actually take

Once your process is dialed in, one listing takes about twenty minutes, selection included. The first one eats an hour while you figure out the order of operations.

Past forty listings, generation speed stops being the bottleneck. Batch processing is. In Flami, a listing builds from a product link and generation runs in batches, we wrote about working through a full catalog here.

Frequently asked questions

What can an AI product listing generator actually do? Main photo on a clean background, secondary shots in context, a base image for infographics, and a short video. You still need a real photo of the actual product first. Without it you get a similar-looking item, not yours.

Do I still need a photographer if I'm using AI? A phone photo in daylight covers the source shot. Professional photography still matters where materials and color accuracy are tricky, jewelry is the obvious example.

How do I make infographics for a listing? Generate the background and product shot, then add the text in an editor afterward. That keeps the copy exact, and you can change it later without regenerating the image.

Why do listings get rejected? Usually it's third-party logos in the frame, a product that doesn't match the photo, a background that breaks platform rules, or visuals that promise more than the product delivers.

How long does one listing take? About twenty minutes once your process is set, selection included. The first one takes longer while you work out your workflow.

How many source photos do I need per product? Two or three angles plus a separate label shot if the packaging has text. You can build a full listing from a single photo, but you won't have much to choose from.

Sources

1. Flami: pre-upload listing checklist
2. Flami: batch generation for catalogs