LLM Reference

Gemma 3 12B Instruct vs Mistral Magistral Small 2509

Gemma 3 12B Instruct (2025) and Mistral Magistral Small 2509 (2025) are compact production models from Google DeepMind and MistralAI. Gemma 3 12B Instruct ships a 128k-token context window, while Mistral Magistral Small 2509 ships a not-yet-sourced context window. On pricing, Gemma 3 12B Instruct costs $0.20/1M input tokens versus $0.50/1M 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.

Gemma 3 12B Instruct is ~150% cheaper at $0.20/1M; pay for Mistral Magistral Small 2509 only for provider fit.

Decision scorecard

Local evidence first
SignalGemma 3 12B InstructMistral Magistral Small 2509
Best forgeneral production evaluationprovider-routed production
Decision fitLong contextGeneral
Context window128k
Cheapest output$0.20/1M tokens$1.50/1M tokens
Provider routes1 tracked2 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemma 3 12B Instruct when...
  • Gemma 3 12B Instruct has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemma 3 12B Instruct has the lower cheapest tracked output price at $0.20/1M tokens.
  • Local decision data tags Gemma 3 12B Instruct for Long context.
Choose Mistral Magistral Small 2509 when...
  • 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 Gemma 3 12B Instruct

Gemma 3 12B Instruct

$210

Cheapest tracked route/tier: Fireworks AI

Mistral Magistral Small 2509

$775

Cheapest tracked route/tier: AWS Bedrock

Estimated monthly gap: $565. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemma 3 12B Instruct -> Mistral Magistral Small 2509
  • No overlapping tracked provider route is sourced for Gemma 3 12B Instruct and Mistral Magistral Small 2509; plan for SDK, billing, or endpoint changes.
  • Mistral Magistral Small 2509 is $1.30/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
Mistral Magistral Small 2509 -> Gemma 3 12B Instruct
  • No overlapping tracked provider route is sourced for Mistral Magistral Small 2509 and Gemma 3 12B Instruct; plan for SDK, billing, or endpoint changes.
  • Gemma 3 12B Instruct is $1.30/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.

Specs

Specification
Released2025-01-012025-09-01
Context window128k
Parameters12B24B
ArchitectureDecoder Only-
LicenseGemmaApache 2.0OSI-approved
OpennessOpen weightsOpen source
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2024-08-

Pricing and availability

Pricing attributeGemma 3 12B InstructMistral Magistral Small 2509
Input price$0.20/1M tokens$0.50/1M tokens
Output price$0.20/1M tokens$1.50/1M tokens
Providers

Capabilities

CapabilityGemma 3 12B InstructMistral Magistral Small 2509
VisionNoNo
MultimodalNoNo
ReasoningNoNo
Function callingNoNo
Tool useNoNo
Structured outputsNoNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Deep dive

The capability footprint is close: both models cover the core production surface. That makes context budget, benchmark fit, and provider maturity more important than a simple checklist. If your application depends on one integration detail, verify it against the provider route you plan to use, not just the base model listing.

For cost, Gemma 3 12B Instruct lists $0.20/1M input and $0.20/1M 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 Gemma 3 12B Instruct lower by about $0.60 per million blended tokens. Availability is 1 providers versus 2, so concentration risk also matters.

Choose Gemma 3 12B Instruct when provider fit and lower input-token cost are central to the workload. Choose Mistral Magistral Small 2509 when provider fit 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. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions. It also helps separate model capability from provider packaging, which can change cost and latency.

FAQ

Which is cheaper, Gemma 3 12B Instruct or Mistral Magistral Small 2509?

Gemma 3 12B Instruct is cheaper on tracked token pricing. Gemma 3 12B Instruct costs $0.20/1M input and $0.20/1M 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 Gemma 3 12B Instruct or Mistral Magistral Small 2509 open source?

Gemma 3 12B Instruct is listed under Gemma. 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.

Where can I run Gemma 3 12B Instruct and Mistral Magistral Small 2509?

Gemma 3 12B Instruct is available on Fireworks AI. 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.

When should I pick Gemma 3 12B Instruct over Mistral Magistral Small 2509?

Gemma 3 12B Instruct is ~150% cheaper at $0.20/1M; pay for Mistral Magistral Small 2509 only for provider fit. If your workload also depends on provider fit, start with Gemma 3 12B Instruct; if it depends on provider fit, run the same evaluation with Mistral Magistral Small 2509.

Continue comparing

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