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Generate or edit images

What visual asset needs to be created or changed?

PrivacyNon-sensitive inputsDeploymentHosted service allowedScaleOccasional to moderate volumeLatencyInteractive, not real-timeBudgetBalanced quality and costReliabilityHuman review for consequential output
Refine these assumptions in the Calibration Room

2 candidates. No automatic winner.

These are dated starting points under the disclosed defaults. Evaluate these approaches against your workload.

Quality & reliability

GPT-Image-2

Inside: direct model call

LifecyclecurrentVerified2026-08-27Evidence1 provider source + RS interpretationStatuscurrent

A quality-first image generation and editing candidate.

TradeoffTest prompt fidelity and edit precision against the actual asset workflow and cost.

Why?
  • supports image-generation
  • accepts image
  • fits quality-reliability
Go deeper

This approach joins the release gpt-image-2 to the deployment offer openai-gpt-image-2-api. The recommendation is dated RS interpretation, not a provider ranking.

Technical details

Modalities: text, image. Access: proprietary. Evidence class: rs-interpretation.

Evaluation plan

  1. Create ten production briefs.
  2. Blind-review composition and fidelity.
  3. Test one controlled edit per image.
Inspect the model recordProvider source

Speed & cost

Nano Banana 2

Inside: direct model call

LifecyclecurrentVerified2026-08-27Evidence1 provider source + RS interpretationStatuscurrent

A high-efficiency image option for iterative and high-volume workflows.

TradeoffFaster generation still needs asset-specific quality and edit testing.

Why?
  • supports image-generation
  • accepts image
  • fits speed-cost
Go deeper

This approach joins the release gemini-3.1-flash-image to the deployment offer google-nano-banana-2-api. The recommendation is dated RS interpretation, not a provider ranking.

Technical details

Modalities: text, image. Access: proprietary. Evidence class: rs-interpretation.

Evaluation plan

  1. Use the same ten briefs.
  2. Compare usable-output rate and edit precision.
  3. Record turnaround and cost.
Inspect the model recordProvider source
See what did not enter this shortlist

No additional approaches were evaluated for this job.