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Gemini 3.1 Pro Preview vs Kimi K2.7 Code

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 K2.7 Code.

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 K2.7 Code

MoonshotAI: Kimi K2.7 Code is a coding-focused model in Moonshot AI's Kimi K2 family, built to complete end-to-end programming tasks reliably over long contexts. It uses a native multimodal mixture-of-experts...

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Technical Specifications

SpecificationGemini 3.1 Pro PreviewKimi K2.7 Code
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 Date2026-02-192026-06-12

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Pro Preview

$2.00

Kimi K2.7 Code

$0.74

Output Price per Million Tokens

Gemini 3.1 Pro Preview

$12.00

Kimi K2.7 Code

$3.50

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/Avs8500.0%
Gemini 3.1 Pro Preview
Kimi K2.7 Code
HumanEvalPython coding & logic synthesis
N/Avs9320.0%
Gemini 3.1 Pro Preview
Kimi K2.7 Code
MATHComplex mathematical problem solving
N/Avs7650.0%
Gemini 3.1 Pro Preview
Kimi K2.7 Code
GPQAGraduate-level expert reasoning
N/Avs4600.0%
Gemini 3.1 Pro Preview
Kimi K2.7 Code
HellaSwagCommonsense reasoning and inference
N/Avs8600.0%
Gemini 3.1 Pro Preview
Kimi K2.7 Code
MT-BenchMulti-turn conversation flow quality
N/Avs900.0%
Gemini 3.1 Pro Preview
Kimi K2.7 Code

Gemini 3.1 Pro Preview Quirks & Gotchas

No developer gotchas reported.

Kimi K2.7 Code Quirks & Gotchas

No developer gotchas reported.