Gemini 3.1 Pro Preview vs Gemini 3.8 Flash pricing

Prices

Gemini 3.1 Pro Preview and Gemini 3.8 Flash prices, USD per 1M tokens
USD per 1M tokensGemini 3.1 Pro PreviewGemini 3.8 Flash
Input$2.00$0.75
Output$12.00$3.75
Cache read$0.20$0.075
Cache writeNot publishedNot published
Batch input$1.00$0.375
Batch output$6.00$1.875

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

Monthly cost by workload

WorkloadGemini 3.1 Pro PreviewGemini 3.8 Flash
Chatbot1,000 in / 500 out tokens, 10,000 requests a day$2,400/mo$787.50/mo
RAG8,000 in / 500 out tokens, 5,000 requests a day$3,300/mo$1,181/mo
Coding agent50,000 in / 2,000 out tokens, 1,000 requests a day, 80% cached input$1,560/mo$540.00/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 PreviewGemini 3.8 Flash
Context1,048,576 tokens1,048,576 tokens
Max output65,536 tokens65,536 tokens
Inputtext, image, video, audio, pdftext, image, video, audio, pdf
Tool callingYesYes
ReasoningYesYes
Structured outputsYesYes

Questions

What is the price difference between Gemini 3.1 Pro Preview and Gemini 3.8 Flash?
Gemini 3.1 Pro Preview: $2.00 per 1M input tokens and $12.00 per 1M output tokens. Gemini 3.8 Flash: $0.75 per 1M input tokens and $3.75 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 $787.50 for Gemini 3.8 Flash.
Which has the longer context window, Gemini 3.1 Pro Preview or Gemini 3.8 Flash?
Both accept up to 1,048,576 tokens of context.
Do Gemini 3.1 Pro Preview and Gemini 3.8 Flash 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. Gemini 3.8 Flash: cached input $0.075 per 1M tokens; batch $0.375 per 1M input tokens and $1.875 per 1M output tokens.

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