LLM Reference

Llama Guard 3 8B vs Mistral Magistral Small 2509

Llama Guard 3 8B (2024) and Mistral Magistral Small 2509 (2025) are compact production models from AI at Meta and MistralAI. Llama Guard 3 8B ships a 8k-token context window, while Mistral Magistral Small 2509 ships a not-yet-sourced context window. On pricing, Llama Guard 3 8B 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.

Llama Guard 3 8B is ~150% cheaper at $0.20/1M; pay for Mistral Magistral Small 2509 only for provider fit.

Decision scorecard

Local evidence first
SignalLlama Guard 3 8BMistral Magistral Small 2509
Best forprovider-routed productionprovider-routed production
Decision fitClassification and JSON / Tool useGeneral
Context window8k
Cheapest output$0.20/1M tokens$1.50/1M tokens
Provider routes5 tracked2 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose Llama Guard 3 8B when...
  • Llama Guard 3 8B has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Llama Guard 3 8B has the lower cheapest tracked output price at $0.20/1M tokens.
  • Llama Guard 3 8B has broader tracked provider coverage for fallback and procurement flexibility.
  • Llama Guard 3 8B uniquely exposes Structured outputs in local model data.
  • Local decision data tags Llama Guard 3 8B for Classification and JSON / Tool use.
Choose Mistral Magistral Small 2509 when...
  • Use Mistral Magistral Small 2509 when your own prompt tests beat the comparison signals; the local data does not show a decisive standalone advantage yet.

Monthly cost at traffic

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

Lower estimate Llama Guard 3 8B

Llama Guard 3 8B

$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

Llama Guard 3 8B -> Mistral Magistral Small 2509
  • No overlapping tracked provider route is sourced for Llama Guard 3 8B 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.
  • Check replacement coverage for Structured outputs before moving production traffic.
Mistral Magistral Small 2509 -> Llama Guard 3 8B
  • No overlapping tracked provider route is sourced for Mistral Magistral Small 2509 and Llama Guard 3 8B; plan for SDK, billing, or endpoint changes.
  • Llama Guard 3 8B is $1.30/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Llama Guard 3 8B adds Structured outputs in local capability data.

Specs

Specification
Released2024-07-232025-09-01
Context window8k
Parameters8B24B
Architecturedecoder only-
LicenseLlama 2 CommunityApache 2.0(OSI)
OpennessOpen weightsOpen source
Commercial useCommercial use with conditionsCommercial use allowed
Knowledge cutoff2023-12-

Pricing and availability

Pricing attributeLlama Guard 3 8BMistral 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

CapabilityLlama Guard 3 8BMistral Magistral Small 2509
VisionNoNo
MultimodalNoNo
ReasoningNoNo
Function callingNoNo
Tool useNoNo
Structured outputsYesNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint differs most on structured outputs: Llama Guard 3 8B. 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, Llama Guard 3 8B 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 Llama Guard 3 8B lower by about $0.60 per million blended tokens. Availability is 5 providers versus 2, so concentration risk also matters.

Choose Llama Guard 3 8B when provider fit, lower input-token cost, and broader provider choice are central to the workload. Choose Mistral Magistral Small 2509 when provider fit 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, Llama Guard 3 8B or Mistral Magistral Small 2509?

Llama Guard 3 8B is cheaper on tracked token pricing. Llama Guard 3 8B 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 Llama Guard 3 8B or Mistral Magistral Small 2509 open source?

Llama Guard 3 8B is listed under Llama 2 Community. 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 structured outputs, Llama Guard 3 8B or Mistral Magistral Small 2509?

Llama Guard 3 8B has the clearer documented structured outputs signal in this comparison. If structured outputs is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run Llama Guard 3 8B and Mistral Magistral Small 2509?

Llama Guard 3 8B is available on Cloudflare Workers AI, Microsoft Foundry, OpenRouter, Fireworks AI, and Replicate API. 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 Llama Guard 3 8B over Mistral Magistral Small 2509?

Llama Guard 3 8B 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 Llama Guard 3 8B; if it depends on provider fit, run the same evaluation with Mistral Magistral Small 2509.

Continue comparing

Last reviewed: 2026-05-22. Data sourced from public model cards and provider documentation.