GeminivsMoonshot (Kimi)

Gemini 3.1 Pro Custom Tools vs Kimi K2

Side-by-side comparison of pricing, task quality, and projected cost at higher scale.

Pricing

Side-by-side pricing

Gemini 3.1 Pro Custom Tools

Mid-tier

Kimi K2

Mid-tier
Input $/MTok
$2.00
$0.95
Output $/MTok
$12.00
$4.00
Cache discount
90% off
83% off
Context
1.0M
256K

Quality

Task confidence comparison

Confidence score from zero to one hundred by task type, where higher is better.
Code Generation
0
vs
0
Code Review
0
vs
0
Summarization
0
vs
0
Q&A
0
vs
0
Extraction
0
vs
0
Reasoning
0
vs
0
Classification
0
vs
0
Creative Writing
0
vs
0
Gemini 3.1 Pro Custom Tools
Kimi K2

Guidance

When to use Gemini 3.1 Pro Custom Tools vs Kimi K2

Choose Gemini 3.1 Pro Custom Tools when...

  • -You need a larger context window (1.0M vs 256K)
  • Similar performance; consider provider preference or ecosystem fit.

Choose Kimi K2 when...

  • -Cost matters: 53% cheaper on input tokens

At scale

Cost at scale

Estimated cost assuming a seventy percent input and thirty percent output token split.
Gemini 3.1 Pro Custom Tools
Kimi K2
100K tokens
$0.50
$0.19Cheaper
1M tokens
$8.20
$1.86Cheaper
10M tokens
$82.00
$18.65Cheaper

FAQ

When should I use Gemini 3.1 Pro Custom Tools instead of Kimi K2?

Gemini 3.1 Pro Custom Tools and Kimi K2 perform similarly across all tracked tasks. Pick based on pricing and provider preference.

Is Kimi K2 cheaper than Gemini 3.1 Pro Custom Tools?

Yes. Kimi K2 input costs $0.95/MTok vs $2.00/MTok for Gemini 3.1 Pro Custom Tools, saving 53% on input.

What are the context window sizes for Gemini 3.1 Pro Custom Tools and Kimi K2?

Gemini 3.1 Pro Custom Tools has a 1.0M token context window. Kimi K2 has a 256K token context window.

Track your real costs

Comparisons show estimated costs at list price. The dashboard reveals your real spend and savings.