Operational previewLive, durable, planning and unavailable states must remain visually distinct.

Production intelligence

Image · Video · Voice Model Performance

CartoonOS compares matched production tasks by quality, identity consistency, first-pass acceptance, latency, rework and accepted-output cost. There is no single global best model.

0 matched samples

Image economics

credits / accepted image

Character sheets, turnarounds, expressions, clean backgrounds, diagrams, storyboards and keyframes.

Video economics

credits / accepted second

Dialogue, cinematic shots, multi-character scenes, B-roll, Clarity Islands and motion transfer.

Voice economics

credits / accepted dialogue minute

Canonical mascot voice identity is measured separately from the underlying TTS engine.

Current benchmark portfolio

6 image · 6 video · 3 voice

Modality	Provider	Model	Route	Unit	Decision state
image	Google	Nano Banana nano_banana	higgsfield	accepted image	insufficient sample
image	Google	Nano Banana Pro nano_banana_pro	higgsfield	accepted image	insufficient sample
image	Google	Nano Banana 2 nano_banana_2	higgsfield	accepted image	insufficient sample
image	Google	Nano Banana 2 Lite nano_banana_2_lite	higgsfield	accepted image	insufficient sample
image	OpenAI	GPT Image 2.5 gpt_image_2_5	higgsfield	accepted image	insufficient sample
image	ByteDance	Seedream 5.0 Pro seedream_v5_pro	higgsfield	accepted image	insufficient sample
video	ByteDance	Seedance 2.0 seedance_2_0	higgsfield	accepted second	insufficient sample
video	ByteDance	Seedance 2.5 seedance_2_5	higgsfield	accepted second	insufficient sample
video	Kling	Kling 3.0 kling3_0	higgsfield	accepted second	insufficient sample
video	Wan	Wan 3.0 wan3_0	higgsfield	accepted second	insufficient sample
video	Google	Gemini Omni Flash 1.1 gemini_omni_flash_1_1	higgsfield	accepted second	insufficient sample
video	Higgsfield	Cinema Studio Video 3.0 cinematic_studio_3_0	higgsfield	accepted second	insufficient sample
voice	ByteDance	Seed Audio 1.0 seed_audio	higgsfield	accepted dialogue minute	insufficient sample
voice	Alibaba Cloud	Qwen Audio 3.0 TTS Flash qwen_audio_tts	higgsfield	accepted dialogue minute	insufficient sample
voice	Higgsfield	Text to Speech V2 text2speech_v2	higgsfield	accepted dialogue minute	insufficient sample

Image focus

Nano Banana is in the benchmark set

Nano Banana, Pro, 2 and 2 Lite are evaluated against the same character/reference briefs. Price alone never overrides identity or anatomy gates.

Voice law

Same mascot voice across formats

Lumi, Tiko, Nova, Marina, Rin, Arqueo and Pepe each keep one active versioned voice identity across Shorts/Reels and flagships.

Confidence

No winner from tiny samples

<5 matched samples = insufficient; 5–19 = provisional; ≥20 = decision-ready.

Quality KPI

First-pass acceptance

Measures how often a model clears the exact quality gate without regeneration or repair.

Identity KPI

Character / voice consistency

Character assets and dialogue must preserve the approved identity before economics may influence routing.

Speed KPI

P50 / P95 latency

Queue, generation, QA and total wall-clock time are tracked separately to expose scale bottlenecks.

Selector rule

Best model for this task

Rank by matched archetype, exact character/version, quality floor, expected accepted cost, reliability and latency.

Portfolio rule

No global best model

A cheap background model can be a poor Lumi close-up model; a strong image model may not be the best storyboard or diagram model.

North Star

90-day quality watch hours / production $

Production-model optimization ultimately serves durable audience value, not API-price minimization.