Grok-4 Fast Reasoning vs Muse Spark Open
Comparing Grok-4 Fast Reasoning and Muse Spark Open across benchmarks, pricing, and capabilities.
xAI · Meta · Updated for 2026
Which is better?
Grok-4 Fast Reasoning and Muse Spark Open trade strengths across price, capabilities, and technical limits. The better choice depends on the workload.
On price, Grok-4 Fast Reasoning is roughly 7.3x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.
Grok-4 Fast Reasoning also accepts a larger context window (2,000,000 input tokens), making it the stronger choice for long documents and large codebases.
Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.
Choose Grok-4 Fast Reasoning
- cost matters — it's about 7.3x cheaper per token
- you process long inputs — it offers a 2,000,000 token context window
Choose Muse Spark Open
- you want the most recent training data — it shipped Oct 2026
- you need open weights you can self-host or fine-tune
At a glance
The differences that matter most.
Individual benchmarks
0 reported for Grok-4 Fast Reasoning · 17 for Muse Spark Open
Grok-4 Fast Reasoning and Muse Spark Opendon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.
Human preference
Blind head-to-head votes and playground preference scores
Pricing Analysis
Price comparison per million tokens
For input processing, Grok-4 Fast Reasoning ($0.20/1M tokens) is 6.3x cheaper than Muse Spark Open ($1.25/1M tokens).
For output processing, Grok-4 Fast Reasoning ($0.50/1M tokens) is 8.5x cheaper than Muse Spark Open ($4.25/1M tokens).
In conclusion, Muse Spark Open is more expensive than Grok-4 Fast Reasoning.*
* Using a 3:1 ratio of input to output tokens
Context Window
Maximum input and output token capacity
Grok-4 Fast Reasoning accepts 2,000,000 input tokens compared to Muse Spark Open's 1,048,576 tokens. Muse Spark Open can generate longer responses up to 1,048,576 tokens, while Grok-4 Fast Reasoning is limited to 30,000 tokens.
Input capabilities
Documented input modalities across available providers
Both Grok-4 Fast Reasoning and Muse Spark Open support multimodal inputs.
They are both capable of processing various types of data, offering versatility in application.
Grok-4 Fast Reasoning
Muse Spark Open
License
Usage and distribution terms
Grok-4 Fast Reasoning is licensed under a proprietary license, while Muse Spark Open uses Muse Model License.
License differences may affect how you can use these models in commercial or open-source projects.
Proprietary
Closed source
Muse Model License
Open weights
Release Timeline
When each model was launched
Grok-4 Fast Reasoning was released on 2025-08-28, while Muse Spark Open was released on 2026-10-15.
Muse Spark Open is 14 months newer than Grok-4 Fast Reasoning.
Aug 28, 2025
1.1 years ago
Oct 15, 2026
2 days ago
1.1yr newerKnowledge Cutoff
When training data ends
Neither model specifies a knowledge cutoff date.
Unable to compare the recency of their training data.
Provider Availability
Grok-4 Fast Reasoning is available from xAI. Muse Spark Open is available from Together.
Grok-4 Fast Reasoning
Muse Spark Open
Outputs Comparison
Judge for yourself.
Run your own prompts against Grok-4 Fast Reasoning and Muse Spark Open side-by-side, then vote on the output you prefer.
FAQ
Common questions about Grok-4 Fast Reasoning vs Muse Spark Open.