Model comparison

Muse Spark 1.1 vs Sonar Reasoning Pro

Muse Spark 1.1 has enough public results to be ranked (#51); Sonar Reasoning Pro does not yet, so treat this comparison as directional.

Last verified . 0 shared benchmarks.

Muse Spark 1.1 Meta

49.9

Rank #51 Confirmed

Summary

  • Muse Spark 1.1 is cheaper at $1.25 / $4.25 per million input/output tokens, against $2 / $8 for Sonar Reasoning Pro.
  • Muse Spark 1.1 accepts more context: 1.05M tokens versus 128K.

Side by side

Muse Spark 1.1 and Sonar Reasoning Pro specifications
Muse Spark 1.1Sonar Reasoning Pro
ProviderMetaPerplexity
Noometry Index49.9—
Released2026-04-082024-01-01
WeightsProprietaryProprietary
Context window1.05M128K
Max output131K4K
Input $ / M tokens$1.25$2
Output $ / M tokens$4.25$8
Results tracked371

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Category by category

Coding Not comparable

Muse Spark 1.1: 51.3 (#40), Sonar Reasoning Pro: —

Coding benchmarks
BenchmarkMuse Spark 1.1Sonar Reasoning Pro
DeepSWE53.3%—
LMArena WebDev1542—
SciCode58.8%—
LMArena Coding1498—

Agentic & Tool Use Not comparable

Muse Spark 1.1: 30.8 (#73), Sonar Reasoning Pro: —

Agentic & Tool Use benchmarks
BenchmarkMuse Spark 1.1Sonar Reasoning Pro
APEX-Agents31.8%—
τ²-bench Banking40.5%—
GBAEval7.9%—
GDP.pdf15%—
LMArena Search—1139
Vending-Bench 26,520—

Reasoning Not comparable

Muse Spark 1.1: 47.1 (#44), Sonar Reasoning Pro: —

Reasoning benchmarks
BenchmarkMuse Spark 1.1Sonar Reasoning Pro
NYT Connections (extended)84.9%—
CritPt15.1%—
LMArena Hard Prompts1486—
DTBench94.4%—
LMCA49.9%—
Surface Evolver Bench52.5%—
Epoch Capabilities Index154.21—

Math Not comparable

Muse Spark 1.1: 45.5 (#76), Sonar Reasoning Pro: —

Math benchmarks
BenchmarkMuse Spark 1.1Sonar Reasoning Pro
ProofBench39%—
LMArena Math1483—

Knowledge Not comparable

Muse Spark 1.1: 53.1 (#59), Sonar Reasoning Pro: —

Knowledge benchmarks
BenchmarkMuse Spark 1.1Sonar Reasoning Pro
SimpleQA Verified57.8%—
LMArena Expert1478—

Multimodal Not comparable

Muse Spark 1.1: 42.6 (#29), Sonar Reasoning Pro: —

Multimodal benchmarks
BenchmarkMuse Spark 1.1Sonar Reasoning Pro
LMArena Vision1293—
LMArena Document1465—

Multilingual Not comparable

Muse Spark 1.1: 56.7 (#17), Sonar Reasoning Pro: —

Multilingual benchmarks
BenchmarkMuse Spark 1.1Sonar Reasoning Pro
LMArena Non-English1472—
LMArena Chinese1518—
LMArena French1494—
LMArena German1466—
LMArena Japanese1451—
LMArena Korean1458—
LMArena Russian1483—
LMArena Spanish1464—

Instruction Following Not comparable

Muse Spark 1.1: 76.5 (#39), Sonar Reasoning Pro: —

Instruction Following benchmarks
BenchmarkMuse Spark 1.1Sonar Reasoning Pro
LMArena Instruction Following1457—

Long Context Not comparable

Muse Spark 1.1: 44.8 (#58), Sonar Reasoning Pro: —

Long Context benchmarks
BenchmarkMuse Spark 1.1Sonar Reasoning Pro
LMArena Longer Query1462—

Writing & Preference Not comparable

Muse Spark 1.1: 73.4 (#11), Sonar Reasoning Pro: —

Writing & Preference benchmarks
BenchmarkMuse Spark 1.1Sonar Reasoning Pro
LMArena Text1479—
LMArena Creative Writing1437—
EQ-Bench Creative Writing1927—
EQ-Bench 41260—
LMArena Multi-Turn1485—

Frequently asked questions

Is Muse Spark 1.1 better than Sonar Reasoning Pro?

Muse Spark 1.1 has enough public results to be ranked (#51); Sonar Reasoning Pro does not yet, so treat this comparison as directional.

Which is cheaper, Muse Spark 1.1 or Sonar Reasoning Pro?

Muse Spark 1.1 is cheaper. It lists at $1.25 per million input tokens and $4.25 per million output tokens; Sonar Reasoning Pro lists at $2 and $8.

Which has the bigger context window?

Muse Spark 1.1 does, with 1.05M tokens against 128K.

How many benchmarks do Muse Spark 1.1 and Sonar Reasoning Pro share?

0 benchmarks have published results for both models. Muse Spark 1.1 has 37 scored results on Noometry and Sonar Reasoning Pro has 1.

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