Model comparison

Muse Spark 1.2 vs Sonar

Muse Spark 1.2 is the stronger model overall, scoring 50.3 to 38.5 on the Noometry Index. Sonar costs 2.0× less per token, which makes it the better buy when Muse Spark 1.2's lead doesn't matter for your workload.

Last verified . 0 shared benchmarks.

Muse Spark 1.2 Meta

50.3

Rank #48 Confirmed

Sonar Perplexity

38.5

Rank #187 Confirmed

Summary

  • The widest gap is in reasoning, where Muse Spark 1.2 leads 51.3 to 21.1.
  • Sonar is cheaper at $1 / $1 per million input/output tokens, against $1.25 / $4.25 for Muse Spark 1.2.
  • Muse Spark 1.2 accepts more context: 1.05M tokens versus 128K.

Side by side

Muse Spark 1.2 and Sonar specifications
Muse Spark 1.2Sonar
ProviderMetaPerplexity
Noometry Index50.338.5
Released2026-08-052024-01-01
WeightsProprietaryProprietary
Context window1.05M128K
Max output131K4K
Input $ / M tokens$1.25$1
Output $ / M tokens$4.25$1
Results tracked317

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Category by category

Coding Muse Spark 1.2 leads

Muse Spark 1.2: 49.2 (#51), Sonar: 35.7 (#221)

Coding benchmarks
BenchmarkMuse Spark 1.2Sonar
DeepSWE54.9%—
LMArena WebDev1533—
FrontierSWE12%—
SciCode56.4%—
WeirdML60.3%—
LiveBench Coding—35.1%
LMArena Coding1495—

Agentic & Tool Use Not comparable

Muse Spark 1.2: 29.4 (#87), Sonar: —

Agentic & Tool Use benchmarks
BenchmarkMuse Spark 1.2Sonar
APEX-Agents36.4%—
GDP.pdf16%—

Reasoning Muse Spark 1.2 leads

Muse Spark 1.2: 51.3 (#34), Sonar: 21.1 (#227)

Reasoning benchmarks
BenchmarkMuse Spark 1.2Sonar
SimpleBench74.5%—
NYT Connections (extended)79.2%—
CritPt17.7%—
LiveBench Reasoning—46.3%
LMArena Hard Prompts1486—
DTBench94.7%—
LiveBench Data Analysis—37.9%
LMCA48.4%—
Epoch Capabilities Index154.87—
LiveBench—46.9%

Math Muse Spark 1.2 leads

Muse Spark 1.2: 46.4 (#70), Sonar: 33.7 (#200)

Math benchmarks
BenchmarkMuse Spark 1.2Sonar
ProofBench43%—
LiveBench Math—41.6%
LMArena Math1471—

Knowledge Not comparable

Muse Spark 1.2: 54.1 (#53), Sonar: —

Knowledge benchmarks
BenchmarkMuse Spark 1.2Sonar
SimpleQA Verified60.3%—
LMArena Expert1480—

Multimodal Not comparable

Muse Spark 1.2: 43.4 (#25), Sonar: —

Multimodal benchmarks
BenchmarkMuse Spark 1.2Sonar
LMArena Vision1305—

Multilingual Not comparable

Muse Spark 1.2: 57.1 (#11), Sonar: —

Multilingual benchmarks
BenchmarkMuse Spark 1.2Sonar
LMArena Non-English1478—
LMArena Chinese1511—
LMArena French1513—
LMArena Russian1487—
LMArena Spanish1498—

Instruction Following Muse Spark 1.2 leads

Muse Spark 1.2: 76.7 (#36), Sonar: 71.4 (#150)

Instruction Following benchmarks
BenchmarkMuse Spark 1.2Sonar
LiveBench Instruction Following—76.2%
LMArena Instruction Following1461—

Long Context Not comparable

Muse Spark 1.2: 45.2 (#48), Sonar: —

Long Context benchmarks
BenchmarkMuse Spark 1.2Sonar
LMArena Longer Query1475—

Writing & Preference Muse Spark 1.2 leads

Muse Spark 1.2: 72.3 (#14), Sonar: 52.6 (#167)

Writing & Preference benchmarks
BenchmarkMuse Spark 1.2Sonar
LMArena Text1482—
LMArena Creative Writing1449—
EQ-Bench Creative Writing1840—
LMArena Multi-Turn1494—
LiveBench Language—44.1%

Frequently asked questions

Is Muse Spark 1.2 better than Sonar?

Muse Spark 1.2 is the stronger model overall, scoring 50.3 to 38.5 on the Noometry Index. Sonar costs 2.0× less per token, which makes it the better buy when Muse Spark 1.2's lead doesn't matter for your workload.

Which is cheaper, Muse Spark 1.2 or Sonar?

Sonar is cheaper. It lists at $1 per million input tokens and $1 per million output tokens; Muse Spark 1.2 lists at $1.25 and $4.25.

Is Muse Spark 1.2 or Sonar better for coding?

Muse Spark 1.2 scores higher on coding benchmarks: 49.2 versus 35.7 in the Noometry coding category.

Which has the bigger context window?

Muse Spark 1.2 does, with 1.05M tokens against 128K.

How many benchmarks do Muse Spark 1.2 and Sonar share?

0 benchmarks have published results for both models. Muse Spark 1.2 has 31 scored results on Noometry and Sonar has 7.

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