Model comparison

Gemini 3.1 Pro Preview vs Cohere Command R7B

Compare Gemini 3.1 Pro Preview vs Cohere Command R7B API pricing: input/output token costs, cache pricing, context windows, workload estimates, and routing fit.

Gemini 3.1 Pro Preview

gemini · gemini/gemini-3.1-pro-preview

Input
$2
Output
$12
Context
1M

Cohere Command R7B

cohere_chat · command-r7b-12-2024

Input
$0.037
Output
$0.15
Context
128K

Quick take

Cohere Command R7B has the lower input price at $0.037 per 1M input tokens. Cohere Command R7B 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 gives more room for long generated answers, reports, or code output.
  • Gemini 3.1 Pro Preview is stronger when the same large prompt or document is reused because it supports prompt caching.

Choose Cohere Command R7B if...

  • Cohere Command R7B is the better default for cost-sensitive traffic and repeated high-volume calls.

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 Cohere Command R7B Cheaper
1M input + 200K output $4.40 $0.07 Cohere Command R7B
10M input + 2M output $44.00 $0.68 Cohere Command R7B
100M input + 20M output $440.00 $6.75 Cohere Command R7B

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
Cohere Command R7B max output
4.1K
Gemini 3.1 Pro Preview features
prompt caching, function calling, vision
Cohere Command R7B features
function calling

Risk notes for Gemini 3.1 Pro Preview

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

Risk notes for Cohere Command R7B

  • Smaller context window: long PDFs, codebases, or RAG prompts may need chunking.
  • No prompt caching in this snapshot: repeated long-context calls may be more expensive.

Routing tags

frontierpreviewreasoninglong-contextmultimodalenterprise-ragragbudgethigh-volume

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