Muse Spark 1.3 is a multimodal reasoning model from Meta for long-running agentic, multi-agent, and coding workflows. It improves long-horizon agent collaboration, instruction following, and coding efficiency relative to Muse Spark 1.2.
Models
Every model in the catalog with source-linked pricing, context limits, provider availability, and published benchmark results.
Google's most intelligent Flash model, engineered for long-horizon software engineering, autonomous agents, and complex enterprise workflows
2026-09-02 upgraded snapshot of Qwen3.8 Max with stronger coding, collaborative agents, and multimodal document understanding
Qwen vision-language model for visual reasoning, documents, and agent tasks
High-efficiency Gemini model for agentic workflows, coding, and multimodal reasoning
High-efficiency Gemini model for agentic workflows, coding, and multimodal reasoning
Muse Spark 1.2 is a coding-focused update to Muse Spark 1.1 with improvements in code generation, complex debugging, codebase understanding, and end-to-end developer workflows.
2.4-trillion-parameter MoE flagship for coding, professional work, multimodal understanding, and long-horizon agentic workflows
Fast Gemini model balancing multimodal reasoning, tool use, and cost
Fast Gemini model balancing multimodal reasoning, tool use, and cost
Fast Gemini model balancing multimodal reasoning, tool use, and cost
Preview Qwen flagship for million-token multimodal reasoning and long-horizon agentic workflows
Lightweight multimodal Qwen model for high-throughput text, image, and video tasks
Video generation and editing model for fast, conversational text- and image-to-video workflows
Flagship ByteDance Seed 2.1 model for complex multimodal reasoning, coding, and agents
Faster ByteDance Seed 2.1 model for multimodal reasoning and latency-sensitive agent workflows
Rolling ByteDance Seed model for rapidly updated reasoning, coding, and agent capabilities
ByteDance Seed model optimized for character-driven dialogue and consistent conversational behavior
Multimodal Qwen workhorse for long-context agents, visual inputs, and coding
Image model for prompt-driven generation, editing, and visual design workflows
Fast Gemini model balancing multimodal reasoning, tool use, and cost
Low-latency Gemini model for high-volume multimodal and agent workloads
Qwen vision-language model for visual reasoning, documents, and agent tasks
Maximum-comprehensiveness agentic researcher for multi-step investigation, synthesis, and cited reports
Agentic model for autonomous multi-step research, synthesis, and cited reports
Vision-language model for embodied reasoning: spatial understanding, task planning, and physical-world agentic robotics
Muse Spark is a natively multimodal reasoning model with support for tool-use, visual chain of thought, and multi-agent orchestration.
Earlier Qwen multimodal workhorse for million-token agent and document tasks
Fast GLM vision model for screenshots, documents, and multimodal agent tasks
High-quality, low-latency Live API model for real-time dialogue and voice-first AI applications
MiMo omni model for text, image, video, audio, and agents
Low-latency Gemini model for high-volume multimodal and agent workloads
Qwen vision-language model for visual reasoning, documents, and agent tasks
Advanced Gemini model for complex reasoning, coding, and multimodal analysis
Reasoning-first Gemini preview for agentic coding and complex problem solving
Qwen vision-language model for visual reasoning, documents, and agent tasks
Cost-efficient ByteDance Seed 2.0 model for production chat, analysis, and structured generation
Lightweight ByteDance Seed 2.0 model for low-latency multimodal reasoning and high-volume tasks
Flagship ByteDance Seed 2.0 model for complex multimodal reasoning and long-horizon agent workflows
ByteDance Seed coding model for multimodal software engineering and long-running agents
New Gemini flash lane bringing frontier-style multimodal reasoning to cheaper runs
Multimodal reasoning model for visual analysis, planning, and tool use
Preview Gemini flagship for complex reasoning, coding, and rich multimodal prompts
Lean Gemini 2.5 lane for cheap multimodal traffic and quick agents
Google's proven reasoning model for coding, math, and multimodal analysis
Fast Gemini workhorse for multimodal apps where latency and price matter
Multimodal model for complex analysis, long-context understanding, tool use, and model distillation
Qwen omni model for text, vision, audio, and multimodal agent tasks
Low-latency Gemini model for high-volume multimodal and agent workloads
Earlier Gemini Flash workhorse for responsive multimodal apps and tool use
| Model | Creator | Inputs | Context | Input | Output | Released | Compare |
|---|---|---|---|---|---|---|---|
| Muse Spark 1.3meta/muse-spark-1.3 | 1.04858M | $1.25 | $4.25 | 2026-09-02 | |||
| Gemini 3.8 Flashgoogle/gemini-3.8-flash | 1.04858M | $0.75 | $3.75 | 2026-09-02 | |||
| Qwen3.8 Max 0902alibaba/qwen3.8-max-0902 | 1M | $1.71 | $5.14 | 2026-09-02 | |||
| Qwen3.8 Flashalibaba/qwen3.8-flash | 1M | $0.15 | $0.47 | 2026-08-26 | |||
| Gemini 3.7 Flashgoogle/gemini-3.7-flash | 1.04858M | $0.75 | $3.75 | 2026-08-13 | |||
| Gemini Flash Latestgoogle/gemini-flash-latest | 1.04858M | $0.75 | $3.75 | 2026-08-13 | |||
| Muse Spark 1.2meta/muse-spark-1.2 | 1.04858M | $1.25 | $4.25 | 2026-08-05 | |||
| Qwen3.8 Maxalibaba/qwen3.8-max | 1M | $2 | $6 | 2026-08-03 | |||
| Gemini 3.6 Flashgoogle/gemini-3.6-flash | 1.04858M | $0.75 | $3.75 | 2026-07-21 | |||
| Gemini Flash-Lite Latestgoogle/gemini-flash-lite-latest | 1.04858M | $0.3 | $2.5 | 2026-07-21 | |||
| Gemini 3.5 Flash Litegoogle/gemini-3.5-flash-lite | 1.04858M | $0.3 | $2.5 | 2026-07-21 | |||
| Qwen3.8 Max Previewalibaba/qwen3.8-max-preview | 1M | $2 | $6 | 2026-07-19 | |||
| Qwen3.7 Flashalibaba/qwen3.7-flash | 1M | $0.028 | $0.113 | 2026-07-15 | |||
| Gemini Omni Flash Previewgoogle/gemini-omni-flash-preview | 1.04858M | $1.5 | $17.5 | 2026-06-30 | |||
| Seed 2.1 Probytedance-seed/seed-2.1-pro | 256K | $0.707 | $3.536 | 2026-06-23 | |||
| Seed 2.1 Turbobytedance-seed/seed-2.1-turbo | 256K | $0.354 | $1.77 | 2026-06-23 | |||
| Seed Evolvingbytedance-seed/seed-evolving | 256K | $0.884 | $4.42 | 2026-06-23 | |||
| Seed Characterbytedance-seed/seed-character | 256K | $0.119 | $0.297 | 2026-06-23 | |||
| Qwen3.7 Plusalibaba/qwen3.7-plus | 1M | $0.5 | $3 | 2026-06-02 | |||
| Nano Banana 2google/gemini-3.1-flash-image | 131.072K | $0.5 | $60 | 2026-05-28 | |||
| Gemini 3.5 Flashgoogle/gemini-3.5-flash | 1.04858M | $1.5 | $9 | 2026-05-19 | |||
| Gemini 3.1 Flash Litegoogle/gemini-3.1-flash-lite | 1.04858M | $0.25 | $1.5 | 2026-05-07 | |||
| Qwen3.6 Flashalibaba/qwen3.6-flash | 1M | $0.188 | $1.125 | 2026-04-27 | |||
| Deep Research Max Previewgoogle/deep-research-max-preview-04-2026 | 1.04858M | — | — | 2026-04-21 | |||
| Gemini Deep Research Previewgoogle/deep-research-preview-04-2026 | 1.04858M | — | — | 2026-04-21 | |||
| Gemini Robotics-ER 1.6 Previewgoogle/gemini-robotics-er-1.6-preview | 131.072K | $1 | $5 | 2026-04-14 | |||
| Muse Spark 1.1meta/muse-spark-1.1 | 1.04858M | $1.25 | $4.25 | 2026-04-08 | |||
| Qwen3.6 Plusalibaba/qwen3.6-plus | 1M | $0.5 | $3 | 2026-04-02 | |||
| GLM-5V-Turbozhipuai/glm-5v-turbo | 200K | $5 | $22 | 2026-04-01 | |||
| Gemini 3.1 Flash Live Previewgoogle/gemini-3.1-flash-live-preview | 131.072K | $0.75 | $4.5 | 2026-03-26 | |||
| MiMo-V2-Omnixiaomi/mimo-v2-omni | 262.144K | $0.14 | $0.28 | 2026-03-18 | |||
| Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-preview | 1.04858M | $0.25 | $1.5 | 2026-03-03 | |||
| Qwen3.5 Flashalibaba/qwen3.5-flash | 1M | $0.029 | $0.287 | 2026-02-23 | |||
| Gemini 3.1 Pro Preview Custom Toolsgoogle/gemini-3.1-pro-preview-customtools | 1.04858M | $2 | $12 | 2026-02-19 | |||
| Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview | 1.04858M | $2 | $12 | 2026-02-19 | |||
| Qwen3.5 Plusalibaba/qwen3.5-plus | 1M | $0.4 | $2.4 | 2026-02-16 | |||
| Seed 2.0 Litebytedance-seed/seed-2.0-lite | 256K | $0.089 | $0.534 | 2026-02-14 | |||
| Seed 2.0 Minibytedance-seed/seed-2.0-mini | 256K | $0.03 | $0.297 | 2026-02-14 | |||
| Seed 2.0 Probytedance-seed/seed-2.0-pro | 256K | $0.475 | $2.375 | 2026-02-14 | |||
| Seed 2.0 Codebytedance-seed/seed-2.0-code | 262.144K | $0.4 | $2.4 | 2026-02-14 | |||
| Gemini 3 Flash Previewgoogle/gemini-3-flash-preview | 1.04858M | $0.5 | $3 | 2025-12-17 | |||
| Nova 2 Liteamazon/nova-2-lite | 1M | $0.3 | $2.5 | 2025-12-02 | |||
| Gemini 3 Pro Previewgoogle/gemini-3-pro-preview | 1.04858M | $0.57 | $3.43 | 2025-11-18 | |||
| Gemini 2.5 Flash-Litegoogle/gemini-2.5-flash-lite | 1.04858M | $0.1 | $0.4 | 2025-06-17 | |||
| Gemini 2.5 Progoogle/gemini-2.5-pro | 1.04858M | $1.25 | $10 | 2025-06-17 | |||
| Gemini 2.5 Flashgoogle/gemini-2.5-flash | 1.04858M | $0.3 | $2.5 | 2025-06-17 | |||
| Nova Premieramazon/nova-premier | 1M | — | — | 2025-04-30 | |||
| Qwen-Omni Turboalibaba/qwen-omni-turbo | 32.768K | $0.07 | $0.27 | 2025-01-19 | |||
| Gemini 2.0 Flash-Litegoogle/gemini-2.0-flash-lite | 1.04858M | $0.052 | $0.21 | 2024-12-11 | |||
| Gemini 2.0 Flashgoogle/gemini-2.0-flash | 1.04858M | $0.1 | $0.42 | 2024-12-11 |