LLM Reference

DeepSeek R1 Basic vs Mixtral 8x7B

DeepSeek R1 Basic (2025) and Mixtral 8x7B (2023) are frontier reasoning models from DeepSeek and MistralAI. DeepSeek R1 Basic ships a 160k-token context window, while Mixtral 8x7B ships a 32k-token context window. On pricing, Mixtral 8x7B costs $0.15/1M input tokens versus $0.56/1M 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.

Mixtral 8x7B is ~273% cheaper at $0.15/1M; pay for DeepSeek R1 Basic only for reasoning depth.

Decision scorecard

Local evidence first
SignalDeepSeek R1 BasicMixtral 8x7B
Best forreasoning-heavy appsprovider-routed production
Decision fitLong contextCoding and Classification
Context window160k32k
Cheapest output$1.68/1M tokens$0.45/1M tokens
Provider routes1 tracked18 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose DeepSeek R1 Basic when...
  • DeepSeek R1 Basic has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • DeepSeek R1 Basic uniquely exposes Reasoning in local model data.
  • Local decision data tags DeepSeek R1 Basic for Long context.
Choose Mixtral 8x7B when...
  • Mixtral 8x7B has the lower cheapest tracked output price at $0.45/1M tokens.
  • Mixtral 8x7B has broader tracked provider coverage for fallback and procurement flexibility.
  • Local decision data tags Mixtral 8x7B for Coding and Classification.

Monthly cost at traffic

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

Lower estimate Mixtral 8x7B

DeepSeek R1 Basic

$868

Cheapest tracked route/tier: Fireworks AI

Mixtral 8x7B

$233

Cheapest tracked route/tier: Mistral AI Studio

Estimated monthly gap: $636. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek R1 Basic -> Mixtral 8x7B
  • Provider overlap exists on Fireworks AI; start route-level A/B tests there.
  • Mixtral 8x7B is $1.23/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning before moving production traffic.
Mixtral 8x7B -> DeepSeek R1 Basic
  • Provider overlap exists on Fireworks AI; start route-level A/B tests there.
  • DeepSeek R1 Basic is $1.23/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • DeepSeek R1 Basic adds Reasoning in local capability data.

Specs

Specification
Released2025-01-012023-12-11
Context window160k32k
Parameters671B8x7B
Architecturedecoder onlymixture of experts
LicenseMIT(OSI)Apache 2.0(OSI)
OpennessOpen sourceOpen source
Commercial useCommercial use allowedCommercial use allowed
Knowledge cutoff-2023-12

Pricing and availability

Pricing attributeDeepSeek R1 BasicMixtral 8x7B
Input price$0.56/1M tokens$0.15/1M tokens
Output price$1.68/1M tokens$0.45/1M tokens
Providers

Capabilities

CapabilityDeepSeek R1 BasicMixtral 8x7B
VisionNoNo
MultimodalNoNo
ReasoningYesNo
Function callingNoNo
Tool useNoNo
Structured outputsNoNo
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 reasoning mode: DeepSeek R1 Basic. 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, DeepSeek R1 Basic lists $0.56/1M input and $1.68/1M output tokens on the cheapest tracked provider, while Mixtral 8x7B lists $0.15/1M input and $0.45/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Mixtral 8x7B lower by about $0.66 per million blended tokens. Availability is 1 providers versus 18, so concentration risk also matters.

Choose DeepSeek R1 Basic when reasoning depth and larger context windows are central to the workload. Choose Mixtral 8x7B 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. 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 has a larger context window, DeepSeek R1 Basic or Mixtral 8x7B?

DeepSeek R1 Basic supports 160k tokens, while Mixtral 8x7B supports 32k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, DeepSeek R1 Basic or Mixtral 8x7B?

Mixtral 8x7B is cheaper on tracked token pricing. DeepSeek R1 Basic costs $0.56/1M input and $1.68/1M output tokens. Mixtral 8x7B costs $0.15/1M input and $0.45/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is DeepSeek R1 Basic or Mixtral 8x7B open source?

DeepSeek R1 Basic is listed under MIT. Mixtral 8x7B 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 reasoning mode, DeepSeek R1 Basic or Mixtral 8x7B?

DeepSeek R1 Basic has the clearer documented reasoning mode signal in this comparison. If reasoning mode is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run DeepSeek R1 Basic and Mixtral 8x7B?

DeepSeek R1 Basic is available on Fireworks AI. Mixtral 8x7B is available on Databricks Foundation Model Serving, NVIDIA NIM, GCP Vertex AI, AWS Bedrock, and OctoAI API (Deprecated). Provider coverage can affect latency, region availability, compliance posture, and fallback options.

When should I pick DeepSeek R1 Basic over Mixtral 8x7B?

Mixtral 8x7B is ~273% cheaper at $0.15/1M; pay for DeepSeek R1 Basic only for reasoning depth. If your workload also depends on reasoning depth, start with DeepSeek R1 Basic; if it depends on provider fit, run the same evaluation with Mixtral 8x7B.

Continue comparing

Last reviewed: 2026-05-19. Data sourced from public model cards and provider documentation.