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Muse Spark 1.1

meta/muse-spark-1.1
  • Meta
  • Family · Muse Spark 1
  • Released 9 Jul 2026
  • Text · Image · Video · File → Text
  • Reasoning · adjustable
  • Tools · JSON · Vision
Not on OSMEXO yet
Spec & list price
Context1M
Max output944K
Input / 1M$1.25
Output / 1M$4.253.4× input
Scores · standing
Intelligence33.7#54/490
Coding71.3#24/196
Usage
Tokens / day497.6M▲ 120% 7d
Usage rank#234
Requests / day10.4K
Tool calls / req0.37
Per request · 30 days
Avg input18.7K1.3× median
Avg output1.1K1.6× median
Cache hit65%about median
Reasoning share63%1.1× median
Tool-call failures0.5%0.3× median

Consumption

500.0M1.0B1.5B4 Oct18 Oct2 Nov
Peak 1.5B 4 OctLow 33.0M 24 OctRank today #234

News & trends

12 mentions this week ▲ 300%Muse Spark 1 family · videos, posts, articles · 30 days
Trending · 14 days · Muse Spark 1 family
News · latest from Meta

Benchmarks

bar = share of the top score · Benchmark data: Artificial Analysis
GPQA Diamond#44 of 445
89.8%
SciCode#16 of 160
58.8%
Long-context reasoning#82 of 393
77.7%
Coding index#24 of 196
71.3
Terminal-Bench 2.1#29 of 182
77.9%
Humanity's Last Exam#24 of 465
46.2%
τ-Bench Banking#37 of 154
31.8%
Intelligence index#54 of 490
33.7
Speed · median across providers, latest day
Output speed#14/331208 tok/s3.3× faster than median
First token#2411.91 s1.8× longer than median

#5 cheapest of 9 with a similar score

Value
Intelligence Index
253035404550$2$5$10Muse Spark 1.1
Blended price per 1M tokens (log)
Family progress
Intelligence Index
3035404550AugSepMuse Spark 1.1
  • Family releases48.1

Technical details

Reasoning
on · medium
Tokenizer
Other
Moderation
moderated
Reasoning effort
  • xhigh
  • high
  • medium · default
  • low
  • minimal
Request parameters 12
  • tools
  • tool_choice
  • response_format
  • structured_outputs
  • reasoning
  • reasoning_effort
  • include_reasoning
  • temperature
  • top_p
  • top_k
+2 more
  • max_tokens
  • repetition_penalty

Interesting facts

  1. 7.4× the output room of similar models (943.7K against a 128.0K median).
  2. Weekdays average 214.9M tokens a day against 268.7M on weekends.

When to use

Best for

  • Coding agents that edit large codebases
  • Hard science and reasoning questions
  • Analysis of very long documents
  • Image and video understanding
  • Agents with tool calling and structured output

Think twice for

  • Low-cost bulk classification
  • Self-hosting (closed weights)
  • Image generation

Research papers

Same family

Muse Spark 1

Alternatives

other vendors · similar capability

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