Here is how Muse Spark Open (Xhigh), built by Meta, lines up against Step 5 Preview from StepFun. Their widest difference is the intelligence index, with Step 5 Preview ahead by 3.6 points (28.5 versus 24.9). The figures come from tracked catalogue data, not from our own testing, so treat them as a starting point for a trial on your tasks.
How the intelligence index compares
Step 5 Preview comes out ahead on the intelligence index, 28.5 to 24.9. That is a clear margin for an index that averages many evaluations. In relative terms, Step 5 Preview scores 14% higher.
Among 109 active scored models, Muse Spark Open sits 68th and Step 5 Preview 61st.
Neither model has a separate coding or math index recorded yet, so those narrower comparisons will have to wait for more data.
What they cost
Muse Spark Open lists $1.25 per million input tokens and $4.25 per million output tokens; Step 5 Preview lists $1.00 and $2.70. Muse Spark Open costs 1.6 times as much per output token.
For a sample workload of 1 million input tokens and 200,000 output tokens, Muse Spark Open would cost $2.10 and Step 5 Preview $1.54, a difference of $0.56. For writing 2,000 drafts of 2,000 output tokens from 300-token prompts, Step 5 Preview would come in 36% lower: $17.75 for Muse Spark Open against $11.40 for Step 5 Preview. Blended at three input tokens per output token, the effective rates are $2.00 for Muse Spark Open and $1.425 for Step 5 Preview.
How fast they respond
Measured output speed is 207 tokens per second for Muse Spark Open and 151 tokens per second for Step 5 Preview. Muse Spark Open is ahead by 37% on throughput. The wait for the first token averages 0.94 seconds on Muse Spark Open against 0.91 seconds on Step 5 Preview.
For a 600-token response, first token plus generation comes to roughly 3.8 seconds on Muse Spark Open and 4.9 seconds on Step 5 Preview. The two totals cross at about 50 tokens; past that, Muse Spark Open finishes first.
Generation gap
Muse Spark Open arrived on October 15, 2026, 27 days after Step 5 Preview (September 18, 2026). That is close enough to count them as the same generation.
Score per dollar
A blunt value measure, blended price over intelligence score, puts Muse Spark Open at $0.080 and Step 5 Preview at $0.050 per point. With the higher score and the lower cost per point, Step 5 Preview is the better value per point on these numbers.

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