Name: DeepSeek Reasoner
Author: DeepSeek

Question 1

What does this DeepSeek Reasoner vs Gemini 3.1 Pro Preview comparison cover?

Accepted Answer

It brings together documented inputs and outputs, token limits, deployment terms and available pricing. When both models have source-linked, verified results on a shared benchmark, those results are shown with their individual sources. The comparison is a starting point for evaluating your own workload.

Question 2

Which is cheaper: DeepSeek Reasoner or Gemini 3.1 Pro Preview?

Accepted Answer

DeepSeek Reasoner lists $0.14 input and $0.28 output per 1M tokens. Gemini 3.1 Pro Preview lists $2.00 input and $12.00 output. The cheaper workload depends on the mix of input and output. Long-context tiers, caching, batch processing and retries can change the bill.

Question 3

Which has the larger context window: DeepSeek Reasoner or Gemini 3.1 Pro Preview?

Accepted Answer

DeepSeek Reasoner lists 1M tokens and Gemini 3.1 Pro Preview lists 1.05M. Gemini 3.1 Pro Preview therefore has the larger recorded context window, but capacity alone is not a quality score.

Question 4

Which is faster: DeepSeek Reasoner or Gemini 3.1 Pro Preview?

Accepted Answer

There is no matched speed measurement for both models with the same source, host, region and date. Test the same prompts at your expected concurrency and measure time to the first useful response as well as complete task time.

Question 5

What input and output types do DeepSeek Reasoner and Gemini 3.1 Pro Preview support?

Accepted Answer

DeepSeek Reasoner records text input and text output. Gemini 3.1 Pro Preview records text, image, video, audio, pdf input and text output. “Not documented” means the current source record is incomplete; it does not prove that a modality is unsupported.

Question 6

Should I choose DeepSeek Reasoner or Gemini 3.1 Pro Preview?

Accepted Answer

Consider DeepSeek Reasoner if you need larger maximum output or a lower listed input rate or a lower listed output rate. Consider Gemini 3.1 Pro Preview if you need larger context. DeepSeek Reasoner offers downloadable weights; Gemini 3.1 Pro Preview is listed as a proprietary model. Compare licence terms and operating costs before choosing a deployment. Test both on the same representative examples and judge the output against your acceptance criteria. Include tool failures, retries and the time to a completed task.

Specification	DeepSeek Reasoner	Gemini 3.1 Pro Preview
Provider	DeepSeek	Google
Listed pricing route	DeepSeek	Google
Model family	deepseek-thinking	gemini-pro
Accepted inputs	text	text, image, video, audio, pdf
Produced outputs	text	text
Context window	1M	1.05MHigher
Max output	384KHigher	65.54K
Input price / 1M	$0.14Lower	$2.00
Output price / 1M	$0.28Lower	$12.00
Reasoning mode	Documented	Documented
Tool calling	Documented	Documented
Image input	Not documented	Documented
Audio input	Not documented	Documented
Structured output	Not documented	Documented
License	Open weights	Proprietary

DeepSeek Reasoner vs Gemini 3.1 Pro Preview

DeepSeek Reasoner

Gemini 3.1 Pro Preview

Key differences

Pricing, limits and capabilities

Which model should you choose?

Documentation and model profiles

Questions people ask

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