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AI product image editor · Model and workflow guide

Product photo revisions with source comparison.

Compare ai product image editor options for product photo revisions with source comparison. Review source requirements, candidate details and current Promptha support.

Compare model options →

Start with the source and the result.

Image editing

Bring: An exact source image and a specific change.

Review: An edited image candidate.

Product photography

Bring: Product photos, approved details and a visual brief.

Review: Product and lifestyle image candidates.

A concrete brief

Change the setting around this approved product photo to black marble and warm studio light. Compare the label and product geometry with the exact original.

Illustrative workflow brief. It is not a tested model result or a universal API input; supply each model’s required source fields separately.

What to check in a candidate

  • Requested change
  • Unintended changes
  • Product details
  • Product geometry
  • Label accuracy
  • Lighting consistency

Model options for this work

Ordered by proposed catalog placement, not benchmark performance. Check each entry’s integration status.

black-forest-labsIntegration preview

FLUX.2 Max

Detailed product imagery and image edits

34 credits · ≤ $0.10 provider estimate

Uses, inputs and support

Where it fits in Promptha

  • Chat → Create image · Integration preview
  • Chat → Create image; Image Inspector → Edit · Integration preview
  • Image Inspector → Edit, or Chat with a source · Integration preview

Pricing by action

Conservative USD provider estimates and Promptha credits for the stated examples. Exact inputs and settings receive a fresh quote before submission.

  • Create image · 34 credits · ≤ $0.10 provider estimate · One output at default settings. Policy snapshot 2026-10-03. Exact request is quoted before submission. Provider pricing ↗
  • Edit image · 434 credits · ≤ $1.30 provider estimate · One default output with a conservative source-size allowance; exact source dimensions change the quote. Policy snapshot 2026-10-03. Exact request is quoted before submission. Provider pricing ↗

Explore linked prompts, profiles and templates →

Suggested uses

  • Creative photography
  • Fashion campaigns
  • Luxury product scenes
  • Editorial imagery
Catalog role
Hero candidate · proposed premium role
Provider verification
Input schema checked 2026-10-03
Promptha support
image.generate, image.edit

Adapter and price policy are implemented; workspace activation and live output verification are separate. Provider features may exceed the controls exposed in Promptha.

Registered action adapters. Check workspace availability; Preview results still need live output verification.

Provider input fields

Provider schema fields are not a list of enabled Promptha controls.

seed, width, height, prompt, resolution, aspect_ratio, input_images, output_format, output_quality, safety_tolerance

Required by schema: prompt

Promptha integration guide →Provider documentation ↗Link to this entry →
black-forest-labsIntegration preview

FLUX.2 Pro

Product photography and material detail

10 credits · ≤ $0.03 provider estimate

Uses, inputs and support

Where it fits in Promptha

  • Chat → Create image · Integration preview
  • Image Inspector → Edit, or Chat with a source · Integration preview
  • Chat → Create image; Image Inspector → Edit · Integration preview

Pricing by action

Conservative USD provider estimates and Promptha credits for the stated examples. Exact inputs and settings receive a fresh quote before submission.

  • Create image · 10 credits · ≤ $0.03 provider estimate · One output at default settings. Policy snapshot 2026-10-03. Exact request is quoted before submission. Provider pricing ↗
  • Edit image · 210 credits · ≤ $0.63 provider estimate · One default output with a conservative source-size allowance; exact source dimensions change the quote. Policy snapshot 2026-10-03. Exact request is quoted before submission. Provider pricing ↗
  • Edit image · Pricing not verified

Explore linked prompts, profiles and templates →

Suggested uses

  • Reference images
  • Lifestyle photography
  • Product scenes
  • Character concepts
Catalog role
Hero candidate · proposed default role
Provider verification
Input schema checked 2026-09-24
Promptha support
image.generate, image.edit

Adapter and price policy are implemented; workspace activation and live output verification are separate. Provider features may exceed the controls exposed in Promptha.

Registered action adapters. Check workspace availability; Preview results still need live output verification.

Provider input fields

Provider schema fields are not a list of enabled Promptha controls.

seed, width, height, prompt, resolution, aspect_ratio, input_images, output_format, output_quality, safety_tolerance

Required by schema: prompt

Promptha integration guide →Provider documentation ↗Link to this entry →
openaiIntegration preview

GPT Image 2.5 Sunburst

Single-image creation and exact-source whole-image revisions

4 credits · ≤ $0.012 provider estimate

Uses, inputs and support

Where it fits in Promptha

  • Chat → Create image · Integration preview
  • Image Inspector → Edit, or Chat with a source · Integration preview
  • Chat → planned design-model route · planned for this model
  • Chat → Create image; Image Inspector → Edit · Integration preview

Pricing by action

Conservative USD provider estimates and Promptha credits for the stated examples. Exact inputs and settings receive a fresh quote before submission.

  • Create image · 4 credits · ≤ $0.012 provider estimate · One output at default settings. Policy snapshot 2026-10-03. Exact request is quoted before submission. Provider pricing ↗
  • Edit image · 4 credits · ≤ $0.012 provider estimate · One output at default settings. Policy snapshot 2026-10-03. Exact request is quoted before submission. Provider pricing ↗

Explore linked prompts, profiles and templates →

Suggested uses

  • Precise edits
  • Typography graphics
  • Product compositions
  • Detailed scenes
Catalog role
Hero candidate · proposed premium role
Provider verification
Input schema checked 2026-09-28
Promptha support
image.generate, image.edit

Adapter and price policy are implemented; workspace activation and live output verification are separate. Provider features may exceed the controls exposed in Promptha.

Registered action adapters. Check workspace availability; Preview results still need live output verification.

Provider input fields

Provider schema fields are not a list of enabled Promptha controls.

prompt, quality, user_id, background, moderation, aspect_ratio, input_images, output_format, openai_api_key, number_of_images, output_compression

Required by schema: prompt

Promptha integration guide →Provider documentation ↗Link to this entry →
googleIntegration preview

Imagen 4 Ultra

Detailed final image candidates

20 credits · ≤ $0.06 provider estimate

Uses, inputs and support

Where it fits in Promptha

  • Chat → Create image · Integration preview
  • Chat → Create image; Image Inspector → Edit · Integration preview

Pricing by action

Conservative USD provider estimates and Promptha credits for the stated examples. Exact inputs and settings receive a fresh quote before submission.

  • Create image · 20 credits · ≤ $0.06 provider estimate · One output at default settings. Policy snapshot 2026-10-03. Exact request is quoted before submission. Provider pricing ↗

Explore linked prompts, profiles and templates →

Suggested uses

  • Architecture concepts
  • Landscapes
  • Photoreal product concepts
  • Lifestyle scenes
Catalog role
Hero candidate · proposed premium role
Provider verification
Input schema checked 2026-10-03
Promptha support
image.generate

Adapter and price policy are implemented; workspace activation and live output verification are separate. Provider features may exceed the controls exposed in Promptha.

Registered action adapters. Check workspace availability; Preview results still need live output verification.

Provider input fields

Provider schema fields are not a list of enabled Promptha controls.

prompt, image_size, aspect_ratio, output_format, safety_filter_level

Required by schema: prompt

Promptha integration guide →Provider documentation ↗Link to this entry →
googleIntegration preview

Nano Banana 2

Product scenes and everyday image edits

23 credits · ≤ $0.067 provider estimate

Uses, inputs and support

Where it fits in Promptha

  • Chat → Create image · Integration preview
  • Image Inspector → Edit, or Chat with a source · Integration preview
  • Chat → Create image; Image Inspector → Edit · Integration preview

Pricing by action

Conservative USD provider estimates and Promptha credits for the stated examples. Exact inputs and settings receive a fresh quote before submission.

  • Create image · 23 credits · ≤ $0.067 provider estimate · One output at default settings. Policy snapshot 2026-10-03. Exact request is quoted before submission. Provider pricing ↗
  • Edit image · 23 credits · ≤ $0.067 provider estimate · One output at default settings. Policy snapshot 2026-10-03. Exact request is quoted before submission. Provider pricing ↗

Explore linked prompts, profiles and templates →

Suggested uses

  • Background replacement
  • Object replacement
  • Style transformation
  • Product edits
Catalog role
Hero candidate · proposed default role
Provider verification
Input schema checked 2026-09-24
Promptha support
image.generate, image.edit

Adapter and price policy are implemented; workspace activation and live output verification are separate. Provider features may exceed the controls exposed in Promptha.

Registered action adapters. Check workspace availability; Preview results still need live output verification.

Provider input fields

Provider schema fields are not a list of enabled Promptha controls.

prompt, resolution, image_input, aspect_ratio, image_search, google_search, output_format

Required by schema: prompt

Promptha integration guide →Provider documentation ↗Link to this entry →
googleIntegration preview

Nano Banana Pro

Detailed compositions and image-led creative work

50 credits · ≤ $0.15 provider estimate

Uses, inputs and support

Where it fits in Promptha

  • Chat → Create image · Integration preview
  • Image Inspector → Edit, or Chat with a source · Integration preview
  • Chat → Create image; Image Inspector → Edit · Integration preview
  • Chat → planned person + garment workflow · planned for this model

Pricing by action

Conservative USD provider estimates and Promptha credits for the stated examples. Exact inputs and settings receive a fresh quote before submission.

  • Create image · 50 credits · ≤ $0.15 provider estimate · One output at default settings. Policy snapshot 2026-10-03. Exact request is quoted before submission. Provider pricing ↗
  • Edit image · 50 credits · ≤ $0.15 provider estimate · One output at default settings. Policy snapshot 2026-10-03. Exact request is quoted before submission. Provider pricing ↗

Explore linked prompts, profiles and templates →

Suggested uses

  • Product placement
  • Reference compositions
  • Campaign images
  • Fashion edits
Catalog role
Hero candidate · proposed premium role
Provider verification
Input schema checked 2026-09-24
Promptha support
image.generate, image.edit

Adapter and price policy are implemented; workspace activation and live output verification are separate. Provider features may exceed the controls exposed in Promptha.

Registered action adapters. Check workspace availability; Preview results still need live output verification.

Provider input fields

Provider schema fields are not a list of enabled Promptha controls.

prompt, resolution, image_input, aspect_ratio, output_format, safety_filter_level, allow_fallback_model

Required by schema: prompt

Promptha integration guide →Provider documentation ↗Link to this entry →
Browse the capability in the full catalog →

Generator ideas

Proposed recipes to configure and validate before offering them as runnable workflows.

Product Photography Generator

Product photos in a selected setting. Supply the source material, review a model-specific request and inspect the resulting candidate before delivery.

Suggested stages: Product photography.

AI Fashion Shoot

Fashion campaign image candidates. Supply the source material, review a model-specific request and inspect the resulting candidate before delivery.

Suggested stages: Product photography → Image editing.

Packaging Concept Generator

Packaging concepts for design review. Supply the source material, review a model-specific request and inspect the resulting candidate before delivery.

Suggested stages: Design & typography → Product photography.

Food Photography Generator

Food scenes with controlled framing. Supply the source material, review a model-specific request and inspect the resulting candidate before delivery.

Suggested stages: Product photography.

Jewelry Photography Generator

Jewelry image candidates for detail review. Supply the source material, review a model-specific request and inspect the resulting candidate before delivery.

Suggested stages: Product photography.

Real Estate Staging Generator

Room furnishing visualizations. Supply the source material, review a model-specific request and inspect the resulting candidate before delivery.

Suggested stages: Image editing.

Edit Anything

A selected image revised by a specific instruction. Supply the source material, review a model-specific request and inspect the resulting candidate before delivery.

Suggested stages: Image editing.

Replace Object

An object replacement candidate. Supply the source material, review a model-specific request and inspect the resulting candidate before delivery.

Suggested stages: Image editing.

Choose a model, then review the work.

Use the model guide to check supported inputs. Keep the source available, compare the complete candidate and continue from the exact version you choose. Credit pricing and live output verification are required before activating new integrations.

All model candidates →All capabilities →Compare saved outputs →Configured Generators →
THE USEFUL DETAILS

Good to know.

Creation notes

Prepare image editing inputs

The starting material for this capability is: An exact source image and a specific change. The intended result is: An edited image candidate. Check the selected model's exposed input contract before preparation. A visually related source may still be incompatible in media type, size or the role it plays in the request.

Review these concrete details: requested change, unintended changes, product details. Keep the approved brief and original source available. Inspect the complete candidate rather than judging a thumbnail, single frame or short excerpt. Record the exact version you choose and keep rejected alternatives when they explain the decision.

Read Nano Banana 2 integration guide
Prepare product photography inputs

The starting material for this capability is: Product photos, approved details and a visual brief. The intended result is: Product and lifestyle image candidates. Check the selected model's exposed input contract before preparation. A visually related source may still be incompatible in media type, size or the role it plays in the request.

Review these concrete details: product geometry, label accuracy, lighting consistency. Keep the approved brief and original source available. Inspect the complete candidate rather than judging a thumbnail, single frame or short excerpt. Record the exact version you choose and keep rejected alternatives when they explain the decision.

Read Nano Banana Pro integration guide
Choose a connected route or keep the work in research

Some related operations have registered integration guides. Inspect each action and workspace activation; registration does not guarantee that all provider controls or the complete capability workflow are available.

A proposed Generator recipe still needs saved configuration, compatible stages and reviewed inputs. Inspect the quote and the real output handling before treating a multi-step process as a supported deliverable. Export and native Studio compatibility belong to the chosen artifact, not the name of the capability.

Inspect catalog support for this capability

Common questions

Can I run ai product image editor in Promptha?

Some related operations have registered adapters. Check the specific model guide, required sources and live workspace choices. The capability label does not guarantee every proposed workflow is enabled.

What should I inspect in the result?

Image editing: Requested change, Unintended changes, Product details. Product photography: Product geometry, Label accuracy, Lighting consistency. Compare the complete candidate with its approved brief and source before choosing it.

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