LLM Reference

DeepSeek R1 0528 vs o1-pro

DeepSeek R1 0528 (2025) and o1-pro (2024) are frontier reasoning models from DeepSeek and OpenAI. DeepSeek R1 0528 ships a 130k-token context window, while o1-pro ships a 200k-token context window. On pricing, DeepSeek R1 0528 costs $0.50/1M 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 0528 is ~29900% cheaper at $0.50/1M; pay for o1-pro only for long-context analysis.

Decision scorecard

Local evidence first
SignalDeepSeek R1 0528o1-pro
Best forreasoning-heavy apps and provider-routed productiongeneral production evaluation
Decision fitCoding, RAG, and AgentsRAG, Long context, and Classification
Context window130k200k
Cheapest output$2.15/1M tokens$600/1M tokens
Provider routes7 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose DeepSeek R1 0528 when...
  • DeepSeek R1 0528 has the lower cheapest tracked output price at $2.15/1M tokens.
  • DeepSeek R1 0528 has broader tracked provider coverage for fallback and procurement flexibility.
  • DeepSeek R1 0528 uniquely exposes Reasoning and Code execution in local model data.
  • Local decision data tags DeepSeek R1 0528 for Coding, RAG, and Agents.
Choose o1-pro when...
  • o1-pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • 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 0528

DeepSeek R1 0528

$938

Cheapest tracked route/tier: OpenRouter

o1-pro

$270,000

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $269,063. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek R1 0528 -> o1-pro
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • 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 and Code execution before moving production traffic.
o1-pro -> DeepSeek R1 0528
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • DeepSeek R1 0528 is $598/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • DeepSeek R1 0528 adds Reasoning and Code execution in local capability data.

Specs

Specification
Released2025-05-282024-12-05
Context window130k200k
Parameters685B total, 37B active (MoE)
ArchitectureDecoder OnlyDecoder Only
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff-2023-10

Pricing and availability

Pricing attributeDeepSeek R1 0528o1-pro
Input price$0.50/1M tokens$150/1M tokens
Output price$2.15/1M tokens$600/1M tokens
Providers

Capabilities

CapabilityDeepSeek R1 0528o1-pro
VisionNoNo
MultimodalNoNo
ReasoningYesNo
Function callingNoNo
Tool useNoNo
Structured outputsYesYes
Code executionYesNo
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 0528 and code execution: DeepSeek R1 0528. Both models share structured outputs, 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 0528 lists $0.50/1M input and $2.15/1M 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 0528 lower by about $284 per million blended tokens. Availability is 7 providers versus 1, so concentration risk also matters.

Choose DeepSeek R1 0528 when coding workflow support, lower input-token cost, and broader provider choice 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 0528 or o1-pro?

o1-pro supports 200k tokens, while DeepSeek R1 0528 supports 130k 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 0528 or o1-pro?

DeepSeek R1 0528 is cheaper on tracked token pricing. DeepSeek R1 0528 costs $0.50/1M input and $2.15/1M 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 0528 or o1-pro open source?

DeepSeek R1 0528 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 0528 or o1-pro?

DeepSeek R1 0528 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 0528 or o1-pro?

Both DeepSeek R1 0528 and o1-pro expose structured outputs. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Where can I run DeepSeek R1 0528 and o1-pro?

DeepSeek R1 0528 is available on Together AI, Fireworks AI, GCP Vertex AI, Novita AI, and OpenRouter. o1-pro is available on OpenRouter. 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.