LLM Reference

Gemini 3.1 Pro Preview Custom Tools vs Xiaomi MiMo-V2.5-Pro

Gemini 3.1 Pro Preview Custom Tools (2026) and Xiaomi MiMo-V2.5-Pro (2026) compare a standalone API model against a coding-specialized model. Gemini 3.1 Pro Preview Custom Tools ships a 1m-token context window, while Xiaomi MiMo-V2.5-Pro ships a 1.05m-token context window. On pricing, Xiaomi MiMo-V2.5-Pro costs $0.43/1M input tokens versus $2/1M for the alternative. This page treats the result as workflow and deployment fit, not a universal model winner.

Treat this as a product-type comparison: Gemini 3.1 Pro Preview Custom Tools is standalone API model, while Xiaomi MiMo-V2.5-Pro is coding-specialized model. Choose based on workflow fit before reading any benchmark or price row as decisive.

Decision scorecard

Local evidence first
SignalGemini 3.1 Pro Preview Custom ToolsXiaomi MiMo-V2.5-Pro
Product typeStandalone API modelCoding-specialized model
Best formultimodal apps and long-context analysiscustom coding agents, code generation, and tool loops
Decision fitRAG, Long context, and VisionCoding, RAG, and Agents
Context window1m1.05m
Cheapest output$12/1M tokens$0.87/1M tokens
Provider routes1 tracked3 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemini 3.1 Pro Preview Custom Tools when...
  • Gemini 3.1 Pro Preview Custom Tools uniquely exposes Vision and Multimodal in local model data.
  • Local decision data tags Gemini 3.1 Pro Preview Custom Tools for RAG, Long context, and Vision.
Choose Xiaomi MiMo-V2.5-Pro when...
  • Xiaomi MiMo-V2.5-Pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Xiaomi MiMo-V2.5-Pro has the lower cheapest tracked output price at $0.87/1M tokens.
  • Xiaomi MiMo-V2.5-Pro has broader tracked provider coverage for fallback and route flexibility.
  • Xiaomi MiMo-V2.5-Pro uniquely exposes JSON / Tool use in local model data.
  • Local decision data tags Xiaomi MiMo-V2.5-Pro for Coding, RAG, and Agents.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate Xiaomi MiMo-V2.5-Pro

Gemini 3.1 Pro Preview Custom Tools

$4,600

Cheapest tracked route/tier: OpenRouter

Xiaomi MiMo-V2.5-Pro

$566

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $4,035. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemini 3.1 Pro Preview Custom Tools -> Xiaomi MiMo-V2.5-Pro
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Xiaomi MiMo-V2.5-Pro is $11.13/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision and Multimodal before moving production traffic.
  • Xiaomi MiMo-V2.5-Pro adds JSON / Tool use in local capability data.
Xiaomi MiMo-V2.5-Pro -> Gemini 3.1 Pro Preview Custom Tools
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Gemini 3.1 Pro Preview Custom Tools is $11.13/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for JSON / Tool use before moving production traffic.
  • Gemini 3.1 Pro Preview Custom Tools adds Vision and Multimodal in local capability data.

Specs

Specification
Released2026-01-012026-04-22
Context window1m1.05m
Parameters1T
ArchitectureDecoder OnlyMixture of Experts
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-01-

Pricing and availability

Pricing attributeGemini 3.1 Pro Preview Custom ToolsXiaomi MiMo-V2.5-Pro
Input price$2/1M tokens$0.43/1M tokens
Output price$12/1M tokens$0.87/1M tokens
Providers

Capabilities

CapabilityGemini 3.1 Pro Preview Custom ToolsXiaomi MiMo-V2.5-Pro
VisionYesNo
MultimodalYesNo
ReasoningNoNo
JSON / Tool useNoYes
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.