LLM Reference

DeepSeek R1 Basic vs o1-pro

DeepSeek R1 Basic (2025) and o1-pro (2024) are frontier reasoning models from DeepSeek and OpenAI. DeepSeek R1 Basic ships a 160k-token context window, while o1-pro ships a 200k-token context window. On pricing, DeepSeek R1 Basic costs $0.56/1M input tokens versus $150/1M 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.

DeepSeek R1 Basic is ~26686% cheaper at $0.56/1M; pay for o1-pro only for long-context analysis.

Decision scorecard

Local evidence first
SignalDeepSeek R1 Basico1-pro
Best forreasoning-heavy appsgeneral production evaluation
Decision fitLong contextRAG, Long context, and Classification
Context window160k200k
Cheapest output$1.68/1M tokens$600/1M tokens
Provider routes1 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose DeepSeek R1 Basic when...
  • DeepSeek R1 Basic has the lower cheapest tracked output price at $1.68/1M tokens.
  • DeepSeek R1 Basic uniquely exposes Reasoning in local model data.
  • Local decision data tags DeepSeek R1 Basic for Long context.
Choose o1-pro when...
  • o1-pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • o1-pro uniquely exposes Structured outputs in local model data.
  • Local decision data tags o1-pro for RAG, Long context, and Classification.

Monthly cost at traffic

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

Lower estimate DeepSeek R1 Basic

DeepSeek R1 Basic

$868

Cheapest tracked route/tier: Fireworks AI

o1-pro

$270,000

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $269,132. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek R1 Basic -> o1-pro
  • No overlapping tracked provider route is sourced for DeepSeek R1 Basic and o1-pro; plan for SDK, billing, or endpoint changes.
  • o1-pro is $598/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Reasoning before moving production traffic.
  • o1-pro adds Structured outputs in local capability data.
o1-pro -> DeepSeek R1 Basic
  • No overlapping tracked provider route is sourced for o1-pro and DeepSeek R1 Basic; plan for SDK, billing, or endpoint changes.
  • DeepSeek R1 Basic is $598/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Structured outputs before moving production traffic.
  • DeepSeek R1 Basic adds Reasoning in local capability data.

Specs

Specification
Released2025-01-012024-12-05
Context window160k200k
Parameters671B
ArchitectureDecoder OnlyDecoder Only
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff-2023-10

Pricing and availability

Pricing attributeDeepSeek R1 Basico1-pro
Input price$0.56/1M tokens$150/1M tokens
Output price$1.68/1M tokens$600/1M tokens
Providers

Capabilities

CapabilityDeepSeek R1 Basico1-pro
VisionNoNo
MultimodalNoNo
ReasoningYesNo
Function callingNoNo
Tool useNoNo
Structured outputsNoYes
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 reasoning mode: DeepSeek R1 Basic and structured outputs: o1-pro. 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 o1-pro lists $150/1M input and $600/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts DeepSeek R1 Basic lower by about $284 per million blended tokens. Availability is 1 providers versus 1, so concentration risk also matters.

Choose DeepSeek R1 Basic when reasoning depth and lower input-token cost are central to the workload. Choose o1-pro when long-context analysis and larger context windows 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 o1-pro?

o1-pro supports 200k tokens, while DeepSeek R1 Basic supports 160k 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 o1-pro?

DeepSeek R1 Basic is cheaper on tracked token pricing. DeepSeek R1 Basic costs $0.56/1M input and $1.68/1M output tokens. o1-pro costs $150/1M input and $600/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is DeepSeek R1 Basic or o1-pro open source?

DeepSeek R1 Basic is listed under MIT. o1-pro is listed under Proprietary. 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 o1-pro?

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.

Which is better for structured outputs, DeepSeek R1 Basic or o1-pro?

o1-pro 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 DeepSeek R1 Basic and o1-pro?

DeepSeek R1 Basic is available on Fireworks AI. o1-pro is available on OpenRouter. Provider coverage can affect latency, region availability, compliance posture, and fallback options. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Continue comparing

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