{
  "schema_version": "1.0",
  "captured_at": "2026-09-08",
  "source": "live_higgsfield_catalog_and_cost_preflight",
  "scope": "CartoonOS production model benchmarking",
  "pricing_note": "Costs are dated preflight observations for the listed configurations only and must not be treated as permanent provider pricing.",
  "workspace_snapshot": {
    "plan": "free",
    "credits": 0,
    "trial_status": "pending",
    "trial_eligible": true,
    "trial_credits": 100,
    "regular_completed_generation_history_observed": 0
  },
  "image_models": [
    {"model_id":"nano_banana","provider":"Google","name":"Nano Banana","supports_reference_images":true,"resolutions":["provider_default"],"observed_costs":[{"configuration":"single image","credits":1.0}]},
    {"model_id":"nano_banana_pro","provider":"Google","name":"Nano Banana Pro","supports_reference_images":true,"resolutions":["1k","2k","4k"],"observed_costs":[{"configuration":"2k single image","credits":2.0},{"configuration":"4k single image","credits":4.0}]},
    {"model_id":"nano_banana_2","provider":"Google","name":"Nano Banana 2","supports_reference_images":true,"supports_mask":true,"resolutions":["1k","2k","4k"],"observed_costs":[{"configuration":"2k single image","credits":2.0}]},
    {"model_id":"nano_banana_2_lite","provider":"Google","name":"Nano Banana 2 Lite","supports_reference_images":true,"supports_mask":true,"resolutions":["1k"],"observed_costs":[{"configuration":"1k single image","credits":1.0}]},
    {"model_id":"gpt_image_2","provider":"OpenAI","name":"GPT Image 2","supports_reference_images":true,"resolutions":["1k","2k","4k"]},
    {"model_id":"gpt_image_2_5","provider":"OpenAI","name":"GPT Image 2.5","supports_reference_images":true,"resolutions":["1k","2k","4k"],"supports_transparent_background":true},
    {"model_id":"seedream_v4_5","provider":"ByteDance","name":"Seedream 4.5","supports_reference_images":true,"tags":["4k","editing","control"]},
    {"model_id":"seedream_v5_lite","provider":"ByteDance","name":"Seedream 5.0 Lite","supports_reference_images":true,"tags":["reasoning","editing"]},
    {"model_id":"seedream_v5_pro","provider":"ByteDance","name":"Seedream 5.0 Pro","supports_reference_images":true,"resolutions":["1k","1.5k","2k"],"supports_background_removal":true},
    {"model_id":"flux_2","provider":"Black Forest Labs","name":"FLUX.2","supports_reference_images":true,"resolutions":["1k","2k"]},
    {"model_id":"recraft_v4_1","provider":"Recraft","name":"Recraft V4.1","supports_reference_images":false,"resolutions":["1k","2k"],"modes":["standard","vector","utility","utility_vector"]},
    {"model_id":"cinematic_studio_2_5","provider":"Higgsfield","name":"Cinema Studio Image 2.5","supports_reference_images":true,"resolutions":["1k","2k","4k"]}
  ],
  "video_models": [
    {"model_id":"seedance_2_0_mini","provider":"ByteDance","name":"Seedance 2.0 Mini","duration_range_sec":[4,15],"resolutions":["480p","720p"],"observed_costs":[{"configuration":"5s 16:9 720-class","credits":12.5}]},
    {"model_id":"seedance_2_0","provider":"ByteDance","name":"Seedance 2.0","duration_range_sec":[4,15],"resolutions":["480p","720p","1080p","4k"],"observed_costs":[{"configuration":"5s fast 720-class","credits":17.5},{"configuration":"5s std 720-class","credits":22.5}]},
    {"model_id":"seedance_2_5","provider":"ByteDance","name":"Seedance 2.5","duration_range_sec":[4,30],"resolutions":["480p","720p","1080p"],"observed_costs":[{"configuration":"5s 16:9 720-class","credits":32.5}]},
    {"model_id":"kling3_0","provider":"Kling","name":"Kling 3.0","duration_range_sec":[3,15],"modes":["std","pro","4k"],"observed_costs":[{"configuration":"5s std silent","credits":7.5},{"configuration":"5s pro silent","credits":8.75}]},
    {"model_id":"kling3_0_turbo","provider":"Kling","name":"Kling 3.0 Turbo","duration_range_sec":[3,15],"resolutions":["720p","1080p"],"observed_costs":[{"configuration":"5s 720-class","credits":7.5}]},
    {"model_id":"wan3_0","provider":"Wan","name":"Wan 3.0","duration_range_sec":[2,30],"resolutions":["480p","720p","1080p"],"observed_costs":[{"configuration":"5s 720-class","credits":8.75}]},
    {"model_id":"wan3_0_prime","provider":"Wan","name":"Wan 3.0 Prime","duration_range_sec":[2,30],"resolutions":["480p","720p","1080p"],"observed_costs":[{"configuration":"5s 720-class","credits":15.0}]},
    {"model_id":"minimax_h3","provider":"MiniMax","name":"MiniMax H3","duration_range_sec":[4,15],"resolutions":["2K"],"observed_costs":[{"configuration":"5s 2K","credits":10.0}]},
    {"model_id":"minimax_h3_max","provider":"MiniMax","name":"MiniMax H3 Max","duration_range_sec":[5,15],"resolutions":["480p","768p"],"observed_costs":[{"configuration":"5s","credits":12.5}]},
    {"model_id":"gemini_omni_flash_1_1","provider":"Google","name":"Gemini Omni Flash 1.1","duration_range_sec":[3,10],"resolutions":["360p","720p","1080p","4k"],"observed_costs":[{"configuration":"5s 720-class","credits":15.0}]},
    {"model_id":"cinematic_studio_3_0","provider":"Higgsfield","name":"Cinema Studio Video 3.0","duration_range_sec":[4,15],"resolutions":["480p","720p","1080p","4k"],"observed_costs":[{"configuration":"5s 16:9 720-class","credits":25.0}]}
  ],
  "voice_models": [
    {"model_id":"seed_audio","provider":"ByteDance","name":"Seed Audio 1.0","supports_preset_voice":true,"supports_element_voice":true},
    {"model_id":"qwen_audio_tts","provider":"Alibaba Cloud","name":"Qwen Audio 3.0 TTS Flash","supports_preset_voice":true,"supports_element_voice":true},
    {"model_id":"text2speech_v2","provider":"Higgsfield","name":"Text to Speech V2","variants":["elevenlabs","minimax","seed_speech","vibe_voice","cozy_voice"],"supports_preset_voice":true,"supports_element_voice":true}
  ],
  "selection_policy": {
    "global_best_model_forbidden": true,
    "matched_task_cohorts_required": true,
    "quality_floor_before_cost_optimization": true,
    "confidence_states": {"insufficient_sample":"<5","provisional":"5-19","decision_ready":">=20"},
    "primary_economics": {
      "image":"credits_per_accepted_image",
      "video":"credits_per_accepted_second",
      "voice":"credits_per_accepted_dialogue_minute"
    }
  }
}