← Back to blog

Pruna p-image vs FLUX.2 [pro] vs Seedream 5: The Cheapest AI Image Model per Image

Pruna p-image is 1 credit per image on 8frame (Replicate lists $5 per thousand), FLUX.2 [pro] 5, Seedream 5 Lite 6 and 5 Pro 7. Provider list prices fetched 2026-10-18, what each takes as input, and why the cheapest model cannot draft a real product shot.

The cheapest AI image model you can run on 8frame is Pruna's p-image at 1 credit per image, about $0.01 at pack rate; Replicate lists it at "$5" "per thousand output images". FLUX.2 [pro] is 5 credits for a roughly 1-megapixel image (Black Forest Labs and fal both list $0.03 for the first megapixel), Seedream 5 Lite is 6 at 2K or 3K, and Seedream 5 Pro is 7 at 1K and 13 at 2K (Replicate: $0.045 and $0.09). The catch: p-image takes no reference image, so the cheapest model cannot draft a product shot that must keep a real product.

The short answer

The nuance: cheapest per image is not cheapest per usable image

p-image has no image slot. Replicate's input schema for prunaai/p-image lists a prompt, an aspect ratio, optional custom width and height, a seed and LoRA fields, and no image input; Replicate calls it "A sub 1 second text-to-image model built for production use cases." On 8frame the node refuses an image. Fine for concept art, backgrounds and layout drafts; a non-starter for a bottle, a shoe or a pack whose real design has to survive. The cheapest model that takes your photograph as a reference is Seedream 5 Lite at 6 credits, and it still redraws the product, so compare every output with the photo (why AI changes your product label).

FLUX.2 [pro] is priced by megapixel, and so is its editing. On 8frame every size the Flux node offers is a roughly 1 MP preset, so text-to-image stays at 5; the Flux Edit node (FLUX.2 [pro] edit) bills output plus input megapixels, 7 for a known 1 MP input and up to 87 when the input's size is unknown. A phone photo fed to an edit is not a 5-credit job.

Seedream 5 Pro doubles at 2K; Lite does not. Pro is 7 at 1K and 13 at 2K; Lite is 6 at 2K or 3K, the cheapest large image on the canvas.

Price per image: provider pages and 8frame credits

Provider list prices as their pages showed them on 2026-10-18. A credit is about $0.01 at pack rate.

Model Provider list price (own page, 2026-10-18) What the provider says On 8frame
Pruna p-image Replicate: "$5" "per thousand output images", "or 200 images for $1". Pruna: "Just $0.005 and 1 second per image." Replicate: "generates high-quality images in under a second with strong prompt adherence and text rendering". Pruna: "Reliable and controllable text generation" 1 credit; text-to-image only; 1 image per run
FLUX.2 [pro] Black Forest Labs: "The first generated megapixel is charged $0.03. Each subsequent megapixel is charged $0.015." fal: $0.03 for a 1024x1024 image, $0.045 for 1920x1080, plus $0.015 per megapixel of input Black Forest Labs: "Complex typography, infographics, memes and UI mockups with legible fine text now work reliably in production"; "an output resolution of up to 4MP"; "Reference up to 10 images simultaneously" 5 at the node's ~1 MP sizes; no reference image on FLUX.2 [pro] text-to-image; Flux Edit 7 for a ~1 MP input
Seedream 5 Lite Replicate: "$0.035" "per output image", "or around 28 images for $1". fal: "$0.035 per image" Replicate: "Combine up to 14 reference images with text to create new compositions"; "Accurate typography with support for multiple languages"; 2K and 3K output 6, flat at 2K or 3K; up to 14 reference images
Seedream 5 Pro Replicate: "1K: $0.045 per image", "2K: $0.09 per image". fal: "Tentative pricing is $0.0675 per image" up to 1536x1536, $0.135 above Replicate: "from a text prompt or up to 10 reference images"; 1K is "around 2 megapixels", 2K "around 4 megapixels". fal: "native text in 14 languages" 7 at 1K, 13 at 2K; what the Seedream node opens on

On 8frame each image is a whole number of credits: p-image 1, FLUX.2 [pro] 5 at 1 MP, Seedream 5 Pro 7 at 1K and 13 at 2K, Seedream 5 Lite a flat 6.

What a 100-image draft-then-final run costs

The arithmetic depends on whether a real product has to stay in the picture.

Concept work from text only. 100 drafts on p-image are 100 credits. Finish the 10 that work: on FLUX.2 [pro] they add 50, for 150 credits in all, about $1.50; on Seedream 5 Pro at 2K they add 130, for 230, about $2.30. The same 100 images straight on FLUX.2 [pro] would be 500 credits; on Seedream 5 Pro at 1K, 700.

A real product that must stay exact. p-image is out. 100 drafts on Seedream 5 Lite with the product photo as a reference are 600 credits; 10 finals on Nano Banana Pro at 1K or 2K (up to 10 references) add 210, for 810 credits, about $8.10: five times the text-only run, and every output still needs a side-by-side check against the photo. Best AI image generator for ecommerce covers that workflow.

How it works on 8frame

Every model's per-image price is in AI image generator price per image; the plan-level view across vendors is in cheapest AI image generator, the Seedream tiers in how to use Seedream 5.

FAQ

What is the cheapest AI image model?

On 8frame, Pruna p-image at 1 credit per image, about $0.01 at pack rate. Replicate lists it at $5 per thousand output images and Pruna at $0.005 per image. It is text-to-image only, one image per run.

Is Pruna p-image good enough for final images?

We have not measured it. Replicate describes it as generating "high-quality images in under a second with strong prompt adherence and text rendering" and Pruna says it "delivers quality on par with SoTA models"; both are vendor claims. At 1 credit, run your own prompt and judge.

p-image vs FLUX.2 [pro]: what do you give up for 1 credit?

On 8frame neither text-to-image node takes a reference image. Black Forest Labs lists FLUX.2 at up to 4 MP with up to 10 reference images on its own API; on 8frame FLUX.2 [pro] runs at the node's ~1 MP sizes, and references go through Flux Edit at 7 or FLUX 1.1 Pro at 6. The gap is 1 against 5 credits.

FLUX.2 [pro] vs Seedream 5: which is cheaper per image?

FLUX.2 [pro] at 5, then Seedream 5 Lite at 6, then Seedream 5 Pro at 7 (13 at 2K). For a 2K or 3K image Lite is cheapest, because its price does not change with resolution and FLUX.2 [pro] on the canvas stays at about 1 MP.

Can the cheapest model use my product photo?

No. p-image has no image input, on Replicate or on 8frame. Use Seedream 5 Lite (6, up to 14 references), Seedream 5 Pro (7 or 13), or Nano Banana Pro (21), and check the product against the photo afterwards.

How many images does $19 buy?

Starter is $19 for 1,000 credits: 1,000 p-image images, 200 on FLUX.2 [pro], about 166 on Seedream 5 Lite, about 142 on Seedream 5 Pro at 1K.

Sources


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.

Written with AI assistance. Corrections are noted on the page. Editorial policy

Related articles

comparisonNano Banana vs Seedream vs Flux: Best AI Image Model 2026comparisonImagen 4 vs Flux for Photorealism: What's on 8frame, What It Costs, How to ComparecomparisonBest AI for Product Photography in 2026

Make it
move.

Stay in the loop

Be the first to hear about our launch and get product updates