Image Generation
Public arenas reward instruction following and pairwise preference voting. Web-only tools like Midjourney are still shown, but limited benchmark coverage reduces their composite score.
GPT Image 1.5
OpenAIFull signal · Coverage 100%
Requires ChatGPT Pro for best quality. Rate limited.
Image Editing
This category is benchmark-led. Studio/editorial tools can still appear, but models without public arena coverage are marked as limited-signal picks.
GPT Image 1.5
OpenAIFull signal · Coverage 100%
Requires ChatGPT subscription.
Video Generation
Video rankings still blend public arena results with studio judgement because provider access and feature sets move faster than stable public comparisons.
Kling 3.0
KuaishouFull signal · Coverage 100%
Chinese platform.
Music Generation
Public music leaderboards can lag behind provider version labels. For example, Suno has since announced v5.5, while benchmark pages still reference v4.5 and v5.
Suno V4.5
SunoEditorial signal · Coverage 20%
Training data licensing in transition.
Voice & TTS
Voice rankings use public arena scores where available, then layer in studio judgement.
ElevenLabs v3
ElevenLabsFull signal · Coverage 100%
Premium pricing.
3D Generation
3D tools remain editorially ranked because public arena coverage is still thin.
Rodin AI
Hyper3DFull signal · Coverage 100%
Slower generation.
Upscaling
Upscaling remains an editorial category focused on practical creative output.
Magnific AI
MagnificFull signal · Coverage 100%
$39/mo, no free trial. Can over-hallucinate on photos.