The Model Index
Up to four models

Muse Spark Open vs Gemini 3.1 Pro

On the index (GPT-4 = 100), Muse Spark Open scores 167 and Gemini 3.1 Pro 166. Side by side on the same third-party tests, with price and context. The link in your address bar shares this exact comparison.

Next to Muse Spark Open
Presets
Muse Spark Open
167151–184
WeightsOpen
ReleasedOct 2026
Price in / out$1.25 / $4.25
Context1.05M
Core tests taken6 of 9
Gemini 3.1 Pro
166150–183
WeightsClosed
ReleasedFeb 2026
Price in / out$2.0 / $12
Context1.05M
Core tests taken9 of 9

Muse Spark Open and Gemini 3.1 Pro are too close to call (1 point apart, within the uncertainty), ahead on 3 of 6 shared core tests, and costs 2.3× less.

Test by testthird-party results

Muse Spark OpenGemini 3.1 Pro
0%25%50%75%100%REASONING & KNOWLEDGEGPQA Diamond (Epoch AI)GPQA Diamond (Epoch AI)SimpleQA VerifiedSimpleQA VerifiedMATHSFrontierMath (tiers 1-3)FrontierMath (tiers 1-3)AIME-style maths (OTIS mock)AIME-style maths (OTIS mock)FrontierMath (tier 4)FrontierMath (tier 4)CODINGTerminal-Bench 4.0Terminal-Bench 4.0Code MigrationCode MigrationVibe Code Bench v1.1Vibe Code Bench v1.1AGENTSAPEX-AgentsAPEX-AgentsPROFESSIONAL WORKFinance Agent (v2)Finance Agent (v2)EMBEMBLegal Research BenchLegal Research BenchTax Agent BenchTax Agent BenchNOVEL PROBLEMSARC-AGI-2ARC-AGI-2ARC-AGI-1ARC-AGI-1
Every result as a table
TestMuse Spark OpenGemini 3.1 Pro
Reasoning & knowledge
GPQA Diamond (Epoch AI)88.6%94.4%
SimpleQA Verified56.6%73.5%
Maths
FrontierMath (tiers 1-3)69.8%59.7%
AIME-style maths (OTIS mock)98.1%95.6%
FrontierMath (tier 4)31.7%26.8%
Coding
Terminal-Bench 4.06.6%2.5%
Code Migration21.2%17.3%
Vibe Code Bench v1.176.2%32.0%
Agents
APEX-Agents33.4%35.1%
Professional work
Finance Agent (v2)61.3%43.0%
EMB53.7%52.6%
Legal Research Bench38.5%20.7%
Tax Agent Bench26.3%9.3%
Novel problems
ARC-AGI-257.5%77.1%
ARC-AGI-189.0%98.0%
Task length · METR46 sec

Tests at least two of these models have taken. Bold rows are the core tests.

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