LLM Reference

DeepSeek R1 vs o1 (12-17)

DeepSeek R1 (2025) and o1 (12-17) (2024) are frontier-tier reasoning models from DeepSeek and OpenAI. DeepSeek R1 ships a 128k-token context window, while o1 (12-17) ships a 128k-token context window. On Google-Proof Q&A, o1 (12-17) leads by 6.5 pts. On pricing, DeepSeek R1 costs $0.10/1M input tokens versus $15/1M 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 is ~14900% cheaper at $0.10/1M; pay for o1 (12-17) only for coding workflow support.

Decision scorecard

Local evidence first
SignalDeepSeek R1o1 (12-17)
Best forreasoning-heavy apps and provider-routed productionreasoning-heavy apps and provider-routed production
Decision fitCoding, RAG, and AgentsCoding, Agents, and Long context
Context window128k128k
Cheapest output$0.30/1M tokens$60/1M tokens
Provider routes14 tracked2 tracked
Shared benchmarks2 sharedGoogle-Proof Q&A leader

Decision tradeoffs

Choose DeepSeek R1 when...
  • DeepSeek R1 has the lower cheapest tracked output price at $0.30/1M tokens.
  • DeepSeek R1 has broader tracked provider coverage for fallback and route flexibility.
  • DeepSeek R1 uniquely exposes Structured outputs in local model data.
  • Local decision data tags DeepSeek R1 for Coding, RAG, and Agents.
Choose o1 (12-17) when...
  • o1 (12-17) holds a shared-benchmark lead on Google-Proof Q&A, ahead by 6.5 points.
  • Local decision data tags o1 (12-17) for Coding, Agents, and Long context.

Monthly cost at traffic

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

Lower estimate DeepSeek R1

DeepSeek R1

$155

Cheapest tracked route/tier: Bitdeer AI

o1 (12-17)

$27,000

Cheapest tracked route/tier: Replicate API

Estimated monthly gap: $26,845. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek R1 -> o1 (12-17)
  • Provider overlap exists on Replicate API; start route-level A/B tests there.
  • o1 (12-17) is $59.70/1M 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.
o1 (12-17) -> DeepSeek R1
  • Provider overlap exists on Replicate API; start route-level A/B tests there.
  • DeepSeek R1 is $59.70/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • DeepSeek R1 adds Structured outputs in local capability data.

Specs

Specification
Released2025-01-202024-12-17
Context window128k128k
Parameters671B, 37B Active
ArchitectureDecoder OnlyDecoder Only
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
WeightsAvailableNot released
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff2023-12-

Pricing and availability

Pricing attributeDeepSeek R1o1 (12-17)
Input price$0.10/1M tokens$15/1M tokens
Output price$0.30/1M tokens$60/1M tokens
Providers

Capabilities

CapabilityDeepSeek R1o1 (12-17)
VisionNoNo
MultimodalNoNo
ReasoningYesYes
JSON / Tool useNoNo
Structured outputsYesNo
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek R1o1 (12-17)
Google-Proof Q&A71.578.0
Chatbot Arena1372.01385.0

Continue comparing

Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.