
MiniMax H3 vs MiniMax H3 Max: Both Take References
Most comparisons say H3 Max drops reference generation. It doesn't. We run both models in production, and the real split is speed against cost, not references.
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Most comparisons say H3 Max drops reference generation. It doesn't. We run both models in production, and the real split is speed against cost, not references.

GPT Image 2.5 and GPT Image 2 return PNGs with a real alpha channel, no removal step. Here's exactly when transparency works and when it silently won't.

GPT Image 2.5 ships as two models: Flare tuned for speed, Sunburst for quality. Here's what actually separates them and when each one is the right pick.

Seedance 2.0 Mini and Fast expose identical capabilities: same reference limits, same edit and extend support. Here's what actually separates the three tiers.

Seedance 2.5 lifts reference inputs from 15 slots to 50 and doubles takes to 30 seconds. A breakdown of what the API actually exposes, based on running both models in production.

GPT Image 2 brings photoreal image generation, sharp in-image text, and natural language editing to one workflow. Here's how to use it on Veevid.