Established Seedream baseline retained in current tests

Seedream 4.5

Still competitive on prompt composition and scene completeness. It remains useful as a baseline because newer Seedream routes do not uniformly replace its strengths.

Observed strengths
  • Prompt composition
  • Complete scene rendering
  • Useful baseline for version comparisons
What to check
  • Occasional anatomy errors
  • Older model route
  • Results vary sharply by prompt family
Inspectable evidence

Tests containing Seedream 4.5

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.

Open test →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.

Open test →ComparisonsFive AI Image Models, One Input: 27-Output Controlled Portrait Test

Five shared portrait prompts across Seedream 4.5, GPT Image 2 Medium, Grok, Seedream V5 Lite, and V5 Pro—plus one deduplicated Lite-versus-Pro extension row.

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Related tasks
Task guideAI Portrait Realism

Compare skin texture, anatomy, camera logic, lighting, and the difference between a polished image and a believable photograph.

Open task guide →Workflow guideCharacter Consistency

Evaluate whether the same authorized person or fictional character remains recognizable across changes in pose, wardrobe, crop, and environment.

Open task guide →Evidence guideAI Image Moderation

Compare documented outcomes from the same permitted adult-fashion prompts without extrapolating a platform-wide policy from one request.

Open task guide →