Model comparison

Gemini 3.1 Pro Preview vs DeepSeek V4 Flash

Compare Gemini 3.1 Pro Preview vs DeepSeek V4 Flash API pricing: input/output token costs, cache pricing, context windows, workload estimates, and routing fit.

Gemini 3.1 Pro Preview

gemini · gemini-3.1-pro-preview

Input
$2
Output
$12
Context
1M

DeepSeek V4 Flash

deepseek · deepseek-v4-flash

Input
$0.14
Output
$0.28
Context
1M

Quick take

DeepSeek V4 Flash has the lower input price at $0.14 per 1M input tokens. DeepSeek V4 Flash is cheaper for the example blended workload below. Gemini 3.1 Pro Preview has the larger context window at 1M tokens.

Choose Gemini 3.1 Pro Preview if...

  • Gemini 3.1 Pro Preview is safer for long documents, repository analysis, and RAG prompts because it has the larger context window.
  • Gemini 3.1 Pro Preview is required if images, screenshots, or visual documents are part of the workflow.

Choose DeepSeek V4 Flash if...

  • DeepSeek V4 Flash is the better default for cost-sensitive traffic and repeated high-volume calls.
  • DeepSeek V4 Flash gives more room for long generated answers, reports, or code output.

Example workload cost

Estimates use input tokens plus 20% output tokens. They exclude provider discounts, cache hits, and tool/search surcharges.

Workload Gemini 3.1 Pro Preview DeepSeek V4 Flash Cheaper
1M input + 200K output $4.40 $0.20 DeepSeek V4 Flash
10M input + 2M output $44.00 $1.96 DeepSeek V4 Flash
100M input + 20M output $440.00 $19.60 DeepSeek V4 Flash

Context, output, and capability fit

Gemini 3.1 Pro Preview provides the larger context window. Check max output separately when the task needs long reports, code generation, or full-document rewrites.

Gemini 3.1 Pro Preview max output
65.5K
DeepSeek V4 Flash max output
384K
Gemini 3.1 Pro Preview features
prompt caching, function calling, vision
DeepSeek V4 Flash features
prompt caching, function calling

Risk notes for Gemini 3.1 Pro Preview

  • Preview or beta model: verify availability and pricing before production rollout.

Risk notes for DeepSeek V4 Flash

  • No major capability risk is flagged in this snapshot, but provider pages should still be verified before production routing.

Routing tags

frontierpreviewreasoninglong-contextmultimodalenterprise-ragragbudgethigh-volumecodingopen-weightcache-friendlylocal-open

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