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Muse Wonder

meta/muse-wonder
  • Meta
  • Family · Muse Wonder
  • Released 12 Oct 2026
  • Text · Image · Video · File · Audio → Text
  • Reasoning · adjustable
  • Tools · JSON · Vision
Not on OSMEXO yet
Spec & list price
Context1M
Max output944K
Input / 1M$4.00
Output / 1M$20.005× input
Scores · standing
Intelligence52.4#10/489
Usage
Tokens / day10.1B▼ 31% 7d
Usage rank#88
Requests / day131.0K
Tool calls / req0.66
Per request · 30 days
Avg input73.4K4.9× median
Avg output8661.3× median
Cache hit80%1.2× median
Reasoning share60%about median
Tool-call failures7.2%3.8× median

Benchmarks

bar = share of the top score · Benchmark data: Artificial Analysis
Long-context reasoning#43 of 393
80.7%
SciCode#10 of 160
60.3%
Intelligence index#10 of 489
52.4
Humanity's Last Exam#12 of 465
50.1%
Terminal-Bench 4.0#11 of 152
52.0%
Speed · median across providers, latest day
Output speed#83/33497 tok/s1.5× faster than median
First token#2983.11 s3.0× longer than median
First answer token#8339 sthinking included

#5 cheapest of 8 with a similar score

Value
Intelligence Index
5253545556$2$5$10Muse Wonder
Blended price per 1M tokens (log)

Technical details

Reasoning
on · medium
Tokenizer
Other
Moderation
moderated
Reasoning effort
  • max
  • 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. Weekdays average 25.7B tokens a day against 10.7B on weekends.
  2. 1.8× the output room of similar models (943.7K against a 535.9K median).
  3. Released 21 days ago.

When to use

Best for

  • Hardest reasoning and science problems
  • Analysis of very long documents and videos
  • Agents that need adjustable reasoning effort
  • Multimodal work across audio, images and files

Think twice for

  • High-volume simple chat (cheaper options exist)
  • Self-hosting (closed weights)
  • Latency-sensitive interactive features

Alternatives

other vendors · similar capability

Want Muse Wonder on OSMEXO?

Sign in to request it. Requests are reviewed; a request does not guarantee availability.