LLM Reference

Gemini Deep Research Preview vs Mistral Magistral Small 2509

Gemini Deep Research Preview (2026) and Mistral Magistral Small 2509 (2025) are general-purpose language models from Google DeepMind and MistralAI. Gemini Deep Research Preview ships a 1m-token context window, while Mistral Magistral Small 2509 ships a not-yet-sourced context window. On pricing, Mistral Magistral Small 2509 costs $0.50/1M input tokens versus $2/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Mistral Magistral Small 2509 is ~300% cheaper at $0.50/1M; pay for Gemini Deep Research Preview only for vision-heavy evaluation.

Decision scorecard

Local evidence first
SignalGemini Deep Research PreviewMistral Magistral Small 2509
Best formultimodal apps, tool-calling agents, and long-context analysisprovider-routed production
Decision fitRAG, Agents, and Long contextGeneral
Context window1m
Cheapest output$12/1M tokens$1.50/1M tokens
Provider routes1 tracked2 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemini Deep Research Preview when...
  • Gemini Deep Research Preview has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini Deep Research Preview uniquely exposes Vision, Multimodal, and Function calling in local model data.
  • Local decision data tags Gemini Deep Research Preview for RAG, Agents, and Long context.
Choose Mistral Magistral Small 2509 when...
  • Mistral Magistral Small 2509 has the lower cheapest tracked output price at $1.50/1M tokens.
  • Mistral Magistral Small 2509 has broader tracked provider coverage for fallback and procurement flexibility.

Monthly cost at traffic

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

Lower estimate Mistral Magistral Small 2509

Gemini Deep Research Preview

$4,600

Cheapest tracked route/tier: Google AI Studio

Mistral Magistral Small 2509

$775

Cheapest tracked route/tier: AWS Bedrock

Estimated monthly gap: $3,825. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemini Deep Research Preview -> Mistral Magistral Small 2509
  • No overlapping tracked provider route is sourced for Gemini Deep Research Preview and Mistral Magistral Small 2509; plan for SDK, billing, or endpoint changes.
  • Mistral Magistral Small 2509 is $10.50/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Function calling before moving production traffic.
Mistral Magistral Small 2509 -> Gemini Deep Research Preview
  • No overlapping tracked provider route is sourced for Mistral Magistral Small 2509 and Gemini Deep Research Preview; plan for SDK, billing, or endpoint changes.
  • Gemini Deep Research Preview is $10.50/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Gemini Deep Research Preview adds Vision, Multimodal, and Function calling in local capability data.

Specs

Specification
Released2026-04-212025-09-01
Context window1m
Parameters24B
ArchitectureDecoder Only-
LicenseProprietaryApache 2.0OSI-approved
OpennessProprietaryOpen source
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-01-

Pricing and availability

Pricing attributeGemini Deep Research PreviewMistral Magistral Small 2509
Input price$2/1M tokens$0.50/1M tokens
Output price$12/1M tokens$1.50/1M tokens
Providers

Capabilities

CapabilityGemini Deep Research PreviewMistral Magistral Small 2509
VisionYesNo
MultimodalYesNo
ReasoningNoNo
Function callingYesNo
Tool useYesNo
Structured outputsYesNo
Code executionNoNo
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 Deep Research Preview, multimodal input: Gemini Deep Research Preview, function calling: Gemini Deep Research Preview, tool use: Gemini Deep Research Preview, and structured outputs: Gemini Deep Research Preview. Both models share the core language-model surface, 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 Deep Research Preview lists $2/1M input and $12/1M output tokens on the cheapest tracked provider, while Mistral Magistral Small 2509 lists $0.50/1M input and $1.50/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Mistral Magistral Small 2509 lower by about $4.20 per million blended tokens. Availability is 1 providers versus 2, so concentration risk also matters.

Choose Gemini Deep Research Preview when vision-heavy evaluation are central to the workload. Choose Mistral Magistral Small 2509 when provider fit, lower input-token cost, and broader provider choice are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.

FAQ

Which is cheaper, Gemini Deep Research Preview or Mistral Magistral Small 2509?

Mistral Magistral Small 2509 is cheaper on tracked token pricing. Gemini Deep Research Preview costs $2/1M input and $12/1M output tokens. Mistral Magistral Small 2509 costs $0.50/1M input and $1.50/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is Gemini Deep Research Preview or Mistral Magistral Small 2509 open source?

Gemini Deep Research Preview is listed under Proprietary. Mistral Magistral Small 2509 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 Deep Research Preview or Mistral Magistral Small 2509?

Gemini Deep Research 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 Deep Research Preview or Mistral Magistral Small 2509?

Gemini Deep Research 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.

Which is better for function calling, Gemini Deep Research Preview or Mistral Magistral Small 2509?

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

Where can I run Gemini Deep Research Preview and Mistral Magistral Small 2509?

Gemini Deep Research Preview is available on Google AI Studio. Mistral Magistral Small 2509 is available on AWS Bedrock and Vercel AI Gateway. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-06-15. Data sourced from public model cards and provider documentation.