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Gemini 3.1 Pro Preview vs Kimi K2 Thinking

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Gemini 3.1 Pro Preview and Kimi K2 Thinking.

Google

Gemini 3.1 Pro Preview

Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation...

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Moonshot AI

Kimi K2 Thinking

Kimi K2 Thinking is Moonshot AI’s most advanced open reasoning model to date, extending the K2 series into agentic, long-horizon reasoning. Built on the trillion-parameter Mixture-of-Experts (MoE) architecture introduced in...

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Technical Specifications

SpecificationGemini 3.1 Pro PreviewKimi K2 Thinking
ProviderGoogleMoonshot AI
Context Window1,048,576 tokens262,144 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-02-192025-11-06

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Pro Preview

$2.00

Kimi K2 Thinking

$0.60

Output Price per Million Tokens

Gemini 3.1 Pro Preview

$12.00

Kimi K2 Thinking

$2.50

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs8850.0%
Gemini 3.1 Pro Preview
Kimi K2 Thinking
HumanEvalPython coding & logic synthesis
N/Avs9100.0%
Gemini 3.1 Pro Preview
Kimi K2 Thinking
MATHComplex mathematical problem solving
N/Avs8540.0%
Gemini 3.1 Pro Preview
Kimi K2 Thinking
GPQAGraduate-level expert reasoning
N/Avs5450.0%
Gemini 3.1 Pro Preview
Kimi K2 Thinking
HellaSwagCommonsense reasoning and inference
N/Avs8880.0%
Gemini 3.1 Pro Preview
Kimi K2 Thinking
MT-BenchMulti-turn conversation flow quality
N/Avs922.0%
Gemini 3.1 Pro Preview
Kimi K2 Thinking

Gemini 3.1 Pro Preview Quirks & Gotchas

No developer gotchas reported.

Kimi K2 Thinking Quirks & Gotchas

No developer gotchas reported.