Gemini 3.1 Pro Preview vs Kimi K3 pricing

Prices

Gemini 3.1 Pro Preview and Kimi K3 prices, USD per 1M tokens
USD per 1M tokensGemini 3.1 Pro PreviewKimi K3
Input$2.00$3.00
Output$12.00$15.00
Cache read$0.20$0.30
Cache writeNot published$3.00
Batch input$1.00Not published
Batch output$6.00Not published

Verified against the provider's official pricing page on Oct 9, 2026. Official pricing page

Moonshot AI's list price for its own API, as compiled by models.dev and checked Oct 10, 2026, 09:00 UTC. Prices on cloud platforms and resellers can differ. Provider documentation

Monthly cost by workload

WorkloadGemini 3.1 Pro PreviewKimi K3
Chatbot1,000 in / 500 out tokens, 10,000 requests a day$2,400/mo$3,150/mo
RAG8,000 in / 500 out tokens, 5,000 requests a day$3,300/mo$4,725/mo
Coding agent50,000 in / 2,000 out tokens, 1,000 requests a day, 80% cached input$1,560/mo$2,160/mo

Cost = input tokens × input price + output tokens × output price, 30 days a month. Cached input uses the cache read price. Cache write fees are not included.

Context and capabilities

Gemini 3.1 Pro PreviewKimi K3
Context1,048,576 tokens1,048,576 tokens
Max output65,536 tokens1,048,576 tokens
Inputtext, image, video, audio, pdftext, image, video
Tool callingYesYes
ReasoningYesYes
Structured outputsYesYes

Questions

What is the price difference between Gemini 3.1 Pro Preview and Kimi K3?
Gemini 3.1 Pro Preview: $2.00 per 1M input tokens and $12.00 per 1M output tokens. Kimi K3: $3.00 per 1M input tokens and $15.00 per 1M output tokens. For the Chatbot workload (1,000 in / 500 out tokens, 10,000 requests a day), that is about $2,400 per month for Gemini 3.1 Pro Preview and $3,150 for Kimi K3.
Which has the longer context window, Gemini 3.1 Pro Preview or Kimi K3?
Both accept up to 1,048,576 tokens of context.
Do Gemini 3.1 Pro Preview and Kimi K3 have prompt caching and batch prices?
Gemini 3.1 Pro Preview: cached input $0.20 per 1M tokens; batch $1.00 per 1M input tokens and $6.00 per 1M output tokens. Kimi K3: cached input $0.30 per 1M tokens; no batch price published.

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