LLM Reference

Gemini 3.1 Pro Preview vs Mixtral 8x22B Instruct v0.3

Gemini 3.1 Pro Preview (2026) and Mixtral 8x22B Instruct v0.3 (2024) are compact production models from Google DeepMind and MistralAI. Gemini 3.1 Pro Preview ships a 1m-token context window, while Mixtral 8x22B Instruct v0.3 ships a 64k-token context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Gemini 3.1 Pro Preview fits 16x more tokens; pick it for long-context work and Mixtral 8x22B Instruct v0.3 for tighter calls.

Decision scorecard

Local evidence first
SignalGemini 3.1 Pro PreviewMixtral 8x22B Instruct v0.3
Best formultimodal apps, tool-calling agents, and long-context analysistool-calling agents
Decision fitCoding, RAG, and AgentsAgents and JSON / Tool use
Context window1m64k
Cheapest output$12/1M tokens$2/1M tokens
Provider routes5 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemini 3.1 Pro Preview when...
  • Gemini 3.1 Pro Preview has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini 3.1 Pro Preview has broader tracked provider coverage for fallback and procurement flexibility.
  • Gemini 3.1 Pro Preview uniquely exposes Vision, Multimodal, and Tool use in local model data.
  • Local decision data tags Gemini 3.1 Pro Preview for Coding, RAG, and Agents.
Choose Mixtral 8x22B Instruct v0.3 when...
  • Mixtral 8x22B Instruct v0.3 has the lower cheapest tracked output price at $2/1M tokens.
  • Local decision data tags Mixtral 8x22B Instruct v0.3 for Agents and JSON / Tool use.

Monthly cost at traffic

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

Lower estimate Mixtral 8x22B Instruct v0.3

Gemini 3.1 Pro Preview

$4,600

Cheapest tracked route/tier: Google AI Studio

Mixtral 8x22B Instruct v0.3

$2,100

Cheapest tracked route/tier: Replicate API

Estimated monthly gap: $2,500. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemini 3.1 Pro Preview -> Mixtral 8x22B Instruct v0.3
  • Provider overlap exists on Replicate API; start route-level A/B tests there.
  • Mixtral 8x22B Instruct v0.3 is $10/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Tool use before moving production traffic.
Mixtral 8x22B Instruct v0.3 -> Gemini 3.1 Pro Preview
  • Provider overlap exists on Replicate API; start route-level A/B tests there.
  • Gemini 3.1 Pro Preview is $10/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Gemini 3.1 Pro Preview adds Vision, Multimodal, and Tool use in local capability data.

Specs

Specification
Released2026-02-192024-07-01
Context window1m64k
Parameters8x22B
ArchitectureDecoder OnlyMixture of Experts
LicenseProprietaryApache 2.0OSI-approved
OpennessProprietaryOpen source
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-012024-01

Pricing and availability

Pricing attributeGemini 3.1 Pro PreviewMixtral 8x22B Instruct v0.3
Input price
0-200,001t
$2/1M tokens
200,001t+
$4/1M tokens
$2/1M tokens
Output price
0-200,001t
$12/1M tokens
200,001t+
$18/1M tokens
$2/1M tokens
Providers

Capabilities

CapabilityGemini 3.1 Pro PreviewMixtral 8x22B Instruct v0.3
VisionYesNo
MultimodalYesNo
ReasoningNoNo
Function callingYesYes
Tool useYesNo
Structured outputsYesNo
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Deep dive

The capability footprint differs most on vision: Gemini 3.1 Pro Preview, multimodal input: Gemini 3.1 Pro Preview, tool use: Gemini 3.1 Pro Preview, structured outputs: Gemini 3.1 Pro Preview, and code execution: Gemini 3.1 Pro Preview. Both models share function calling, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

For cost, Gemini 3.1 Pro Preview lists tiered pricing: 0-200,001t is $2/1M input and $12/1M output; 200,001t+ is $4/1M input and $18/1M output, while Mixtral 8x22B Instruct v0.3 lists $2/1M input and $2/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Mixtral 8x22B Instruct v0.3 lower by about $3 per million blended tokens. For tiered rows, this cheapest-track view can understate interactive or fast-lane spend, so compare the tier you will actually use. Availability is 5 providers versus 1, so concentration risk also matters.

Choose Gemini 3.1 Pro Preview when coding workflow support, larger context windows, and broader provider choice are central to the workload. Choose Mixtral 8x22B Instruct v0.3 when provider fit are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.

FAQ

Which has a larger context window, Gemini 3.1 Pro Preview or Mixtral 8x22B Instruct v0.3?

Gemini 3.1 Pro Preview supports 1m tokens, while Mixtral 8x22B Instruct v0.3 supports 64k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, Gemini 3.1 Pro Preview or Mixtral 8x22B Instruct v0.3?

Gemini 3.1 Pro Preview lists tiered pricing: 0-200,001t is $2/1M input and $12/1M output; 200,001t+ is $4/1M input and $18/1M output. Mixtral 8x22B Instruct v0.3 lists $2/1M input and $2/1M output tokens on the cheapest tracked provider. Compare the tier you will actually use; cheap async pricing can overstate savings for interactive workflows. Provider discounts or batch pricing can still change the final bill.

Is Gemini 3.1 Pro Preview or Mixtral 8x22B Instruct v0.3 open source?

Gemini 3.1 Pro Preview is listed under Proprietary. Mixtral 8x22B Instruct v0.3 is listed under Apache 2.0. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for vision, Gemini 3.1 Pro Preview or Mixtral 8x22B Instruct v0.3?

Gemini 3.1 Pro Preview has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for multimodal input, Gemini 3.1 Pro Preview or Mixtral 8x22B Instruct v0.3?

Gemini 3.1 Pro Preview has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run Gemini 3.1 Pro Preview and Mixtral 8x22B Instruct v0.3?

Gemini 3.1 Pro Preview is available on Google AI Studio, GCP Vertex AI, OpenRouter, Replicate API, and Vercel AI Gateway. Mixtral 8x22B Instruct v0.3 is available on Replicate API. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-06-19. Data sourced from public model cards and provider documentation.