AI Image Editing

Check whether edits preserve identity, framing, and untouched objects.

What to check

  1. Did the requested region change without collateral edits?
  2. Were identity, framing, and untouched objects preserved?
  3. Did the workflow require retries, masks, or hidden manual cleanup?

Tests and guides

ComparisonsSeedream V5 Pro vs V5 Lite vs 4.5: Same-Input Test

Seedream V5 Pro, V5 Lite, and 4.5 compared on five exact prompts with one frozen Mila input, verified prompt hashes, fixed framing, and all 15 outputs retained.

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ComparisonsSeedream 4.5 vs V5 Lite vs V5 Pro: 15-Prompt Output Review

Fifteen portrait comparisons across Seedream 4.5, V5 Lite, and V5 Pro. Pro scored 7 of 15 points; V5 Lite and 4.5 scored 4 each.

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ComparisonsBest AI Models for Realistic Mirror Selfies: 15 Same-Input Comparisons

Fifteen visible comparisons from 18 tested mirror-selfie prompts: 39 retained outputs and 15 recorded blocks across Nano Banana, Nano Banana 2 Lite, and Nano Banana 2.

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How ToHow to Create a Consistent AI Influencer: References, Prompts and Face Checks

A reference-first and LoRA-based workflow for building a reusable identity pack, planning scene families, and rejecting drift before it reaches the feed.

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Models

Mirror-selfie and moderation tests

Nano Banana 2

Returned 15 of 18 mirror-selfie prompts, compared with 12 each for Nano Banana and Nano Banana 2 Lite. Completion does not measure visual quality.

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Portrait and moderation tests

GPT Image 2 Medium

Returned all five controlled portrait outputs. In the separate three-prompt moderation test, it returned the studio portrait and blocked two adult-fashion prompts.

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15-prompt output review

Seedream V5 Pro

Earned 7 of 15 editorial points in the historical Seedream review, including facial-detail and anatomy comparisons. All 15 prompts returned an output.

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15-prompt output review

Seedream V5 Lite

Earned 4 of 15 editorial points in the historical Seedream review, including clothing detail and scene composition. One prompt returned no output.

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