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Muse Spark Open vs Kimi K3.1 Pro

Detailed technical comparison between Muse Spark Open (Meta) and Kimi K3.1 Pro (Moonshot AI). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

⚡ Executive Summary & Verdict

Comparison Snapshot

Muse Spark Open: 0 WinsvsKimi K3.1 Pro: 6 Wins
Context Leader

Tie

Equal Capacity
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Muse Spark Open

$1.25 / MTok
Metaactive

Muse Spark Open

Muse Spark Open is a coding-optimized open-weight model. Trained specifically for agentic coding workflows, it delivers higher first-attempt accuracy, reliable tool calling, and deep codebase understanding across the repos developers...

View Muse Spark Open Full Specs →
Moonshot AIactive

Kimi K3.1 Pro

Kimi K3.1 Pro is Moonshot AI's flagship open-weight multimodal reasoning model and a post-trained successor to Kimi K3, with a 1M-token context window. It is built for long-horizon coding, 3D...

View Kimi K3.1 Pro Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationMuse Spark OpenKimi K3.1 Pro
ProviderMetaMoonshot AI
Context Window1,048,576 tokens1,048,576 tokens
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apimanaged api
Production StabilityNot verifiedNot verified
API AvailableYesYes
Released Date2026-10-152026-10-23

API Pricing Comparison

Input Price per Million Tokens

Muse Spark Open

$1.25

Kimi K3.1 Pro

$2.00

Output Price per Million Tokens

Muse Spark Open

$4.25

Kimi K3.1 Pro

$10.00

💡 Cost Ratio: Muse Spark Open is 1.6x cheaper per input token than Kimi K3.1 Pro.

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0–100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
81.6%vs85.6%+4.0% Kimi K3.1 Pro
Muse Spark Open
Kimi K3.1 Pro 🏆
HumanEvalPython coding & logic synthesis
76.4%vs84.8%+8.4% Kimi K3.1 Pro
Muse Spark Open
Kimi K3.1 Pro 🏆
MATHComplex mathematical problem solving
53.6%vs66.0%+12.4% Kimi K3.1 Pro
Muse Spark Open
Kimi K3.1 Pro 🏆
GPQAGraduate-level expert reasoning
39.0%vs47.4%+8.4% Kimi K3.1 Pro
Muse Spark Open
Kimi K3.1 Pro 🏆
HellaSwagCommonsense reasoning and inference
81.2%vs86.6%+5.4% Kimi K3.1 Pro
Muse Spark Open
Kimi K3.1 Pro 🏆
MT-BenchMulti-turn conversation flow quality
8.4%vs8.9%+0.5% Kimi K3.1 Pro
Muse Spark Open
Kimi K3.1 Pro 🏆

Muse Spark Open Quirks & Gotchas

No developer gotchas reported.

Kimi K3.1 Pro Quirks & Gotchas

No developer gotchas reported.

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