Correction, 2026-10-02: this page recommended Nano Banana Pro for label text as if we had measured it. We have not, so it now quotes Google's own description and tells you to check every label. It credited Seedream 5 with 14 reference images at 6 to 13 credits: 14 is Seedream 5 Lite (6 credits), while the Seedream tool opens on Seedream 5 Pro (7 at 1K, 13 at 2K), which takes up to 10. It suggested FLUX.2 [pro] for catalog volume next to the advice to start from your product photo, but FLUX.2 [pro] takes no reference image on 8frame (FLUX 1.1 Pro takes one). It put an upscale at 6 to 13 credits, but the upscale tool opens on Topaz, which starts at 11 and rises with image size, up to 281. It suggested Imagen 4 as a cheap second opinion, and we cannot currently confirm Imagen 4 is working on 8frame. It described Midjourney's look without measuring it, and said marketplaces set their own rules without quoting any: Amazon's and Shopify's own guidance is now quoted, checked today. We also added where the Nano Banana node starts (Nano Banana 2 at 1K, 11 credits).
The best AI model for product photography depends on the job. If the label has words, Google pitches Nano Banana Pro for legible text (21 credits per image, 42 at 4K), but check every label yourself. If several fixed elements must go in as references, Seedream 5 Lite takes up to 14. For cheap catalog volume, Seedream 5 Lite is 6 credits and takes your product photo; FLUX.2 [pro] is 5 but takes no reference image. For variants of a finished shot, Flux Edit edits from 7 credits. Whatever you use, start from a real photo of the product and check the label at 100%.
Correction, 2026-09-30: the first version of this page described a June 2026 test of five models with rankings, timings and dollar prices we cannot reproduce, listed Flux 1.1 Ultra and Flux Klein as available on 8frame (they are not), and described a web-search layer in Seedream we cannot source. This version keeps what we can check.
TL;DR
| Job | Start with on 8frame | Credits |
|---|---|---|
| Label or packaging text that must read | Nano Banana Pro (Google pitches it for legible text); check every label | 21 (42 at 4K) |
| 4K hero without upscaling | Nano Banana 2 or Pro at 4K | 22 or 42 |
| Product, set and props supplied as many references | Seedream 5 Lite (up to 14 refs) or 5 Pro (up to 10) | 6 (Lite) or 7 / 13 (Pro at 1K / 2K) |
| Cheap catalog volume | Seedream 5 Lite (takes your photo) or FLUX.2 [pro] (no reference image) | 6 or 5 |
| Variants of a finished shot | Flux Edit, or Nano Banana with the shot as reference | from 7 |
| Clean white background | Background removal on your photo | 12 |
| Mood images for a campaign, not the exact product | Midjourney V8 | 32 per job of four |
Two prompts to test on your own product
Product still:
Brown glass serum bottle with gold dropper cap, centered on white seamless background, single softbox from camera left at 45 degrees, slight three-quarter angle, label facing camera, commercial product photography.
What to compare: the gold cap's highlight, whether the white stays neutral, and the label.
Lifestyle context:
Ceramic coffee mug on a light oak kitchen counter, morning light from a window on the right, steam rising, scattered coffee beans, shallow depth of field, lifestyle product photography.
What to compare: the steam's translucency, a shadow that matches a window on the right, and background beans that blur without eating the mug's edge.
Replace the product with yours and add your real product photo as a reference image, on a model that takes one (Nano Banana, Seedream, FLUX 1.1 Pro), rather than describing the product in words alone.
The models, briefly
Nano Banana (Google). The node opens on Nano Banana 2 at 1K (11 credits); Nano Banana 2 runs 8 to 22 by resolution, Pro 21 (42 at 4K), Standard (Classic) 6. Up to 10 reference images. Among the generators on this page, it is the only one with a 4K setting and the only one with a 4:5 shape. Google says Nano Banana Pro generates "more accurate, legible text directly in the image"; we have not measured how often it, or any model, gets a label right, so read every one. Prompt patterns: Nano Banana Pro prompts for product photography.
Seedream (ByteDance). The tool opens on Seedream 5 Pro: 7 credits at 1K, 13 at 2K, up to 10 reference images. Seedream 5 Lite is 6 (2K or 3K) and takes up to 14, the most of any image model on 8frame: useful when a product, a surface and a prop all go in as references across a set. Seedream 4 is 5.
FLUX (Black Forest Labs). FLUX.2 [pro] at 5 and FLUX 1.1 Pro at 6 for generation; of the two, only FLUX 1.1 Pro takes a reference image on 8frame. Flux Edit (from 7, priced by image size) and Kontext Max (13) for instruction edits on an existing shot.
Imagen 4 (Google). Fast 4, standard 8, Ultra 12 in the picker, but we cannot currently confirm it is working on 8frame, so do not plan a catalog on it.
Midjourney V8. 32 credits per job of four images. For PDP shots that must show the exact product, compare every image with the real item.
Pricing math at SKU scale
100 SKUs, 3 angles each: 300 images.
| Route | Credits | At pack rate |
|---|---|---|
| All on Nano Banana Pro | 6,300 | $63 |
| All on Nano Banana 2 at 1K | 3,300 | $33 |
| All on Seedream 5 Lite | 1,800 | $18 |
| All on FLUX.2 [pro] (no reference image) | 1,500 | $15 |
| 100 heroes on Nano Banana 2 at 1K + 200 variants with Flux Edit on those ~1 megapixel heroes (about 7 each) | about 2,500 | about $25 |
Budget for retries on top: a shot that takes three tries costs three times as much. Flux Edit is billed on the input's size, so editing a larger hero costs more than 7.
The label check and marketplace rules
Every model can redraw a label: letters change, logos shift, fine print turns into shapes. Before an image goes on a listing, compare it with the real product at 100%. Why it happens and how to reduce it: why AI changes your product label.
Then check the marketplace's own rules. Amazon's seller guide says product shots should be taken against a white background (RGB 255, 255, 255) "in most cases", asks for the product to fill 85% or more of the frame, lists 500 to 10,000 pixels on the longest side, and prefers images larger than 1,000 pixels on each side to allow for zoom; it points to Seller Central for the full requirements. Shopify takes product images up to 5000 x 5000 px or 25 megapixels and under 20 MB, and says 2048 x 2048 px usually displays best for square images.
A "white seamless" prompt does not guarantee pure 255 white, so check the pixel values, or cut the product out with background removal (12 credits) and place it on pure white. To enlarge a finished image, the upscale tool opens on Topaz, from 11 credits and rising with image size, up to 281; BRIA Increase Resolution is 6 for 2x or 4x, up to 8192 x 8192, and Clarity is 13.
FAQ
What is the best AI model for product photography in 2026?
It depends on the job, and we have not ranked the models on quality. Nano Banana Pro when label text matters (Google pitches it for legible text; check every label), Nano Banana 2 or Pro when you need 4K, Seedream 5 Lite when many references must go in, Seedream 5 Lite or FLUX.2 [pro] for cheap volume, Flux Edit for variants. Test your own product on two or three.
How much does AI product photography cost per image?
On 8frame, 5 to 42 credits per image across the generators recommended here ($0.05 to $0.42 at pack rate): FLUX.2 [pro] 5, Seedream 5 Lite 6, Nano Banana 2 11 at 1K, Nano Banana Pro 21 (42 at 4K). Background removal is 12. An upscale is 6 on BRIA, and the upscale tool opens on Topaz, from 11.
Can AI replace studio photography for ecommerce?
For standard formats such as white-background heroes, flat lays and simple lifestyle scenes, it can, if you start from a real product photo and check every label against the product. For a specific person, a specific location or complex multi-object sets, plan for more tries or a real shoot.
Are Flux 1.1 Ultra or Flux Klein on 8frame?
No. FLUX on 8frame is FLUX.2 [pro] and FLUX 1.1 Pro, plus the Flux Edit and Kontext Max editors.
Sources
- Nano Banana Pro and legible text: Google, "Nano Banana Pro" (published 2025-11-20), checked 2026-10-02
- Amazon's product photo guidance (white background RGB 255, 255, 255 "in most cases", product filling 85% or more of the frame, 500 to 10,000 pixels on the longest side, images larger than 1,000 pixels on each side preferred for zoom, Seller Central for the full requirements): Amazon, "6 tips for taking product photos", checked 2026-10-02
- Shopify product image specifications (up to 5000 x 5000 px or 25 megapixels, under 20 MB, 2048 x 2048 px for square images): Shopify Help Center, product media types, checked 2026-10-02
- 8frame image models, prices, resolutions, shapes and reference limits (Nano Banana 2 at 1K as the node's start, Seedream 5 Pro as the Seedream tool's start with up to 10 references and Seedream 5 Lite with up to 14, FLUX 1.1 Pro as the FLUX generator that takes a reference image, Topaz as the upscale tool's start, background removal): 8frame tool registry, tool configuration and aspect-ratio configuration, read 2026-10-02
- Imagen 4 working state not confirmed: 8frame internal production check, 2026-10-01
Real product in, label checked, then scale.
Try it without signing up: the 8frame canvas opens on a real board. The canvas is free and unlimited; generation is paid from $19/month.