LLM Reference

DeepSeek R1 vs GPT-4o (08-06)

DeepSeek R1 (2025) and GPT-4o (08-06) (2024) are frontier reasoning models from DeepSeek and OpenAI. DeepSeek R1 ships a 128k-token context window, while GPT-4o (08-06) ships a 128k-token context window. On Aider Polyglot, DeepSeek R1 leads by 33.8 pts. On pricing, DeepSeek R1 costs $0.10/1M input tokens versus $2.50/1M 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.

DeepSeek R1 is ~2400% cheaper at $0.10/1M; pay for GPT-4o (08-06) only for coding workflow support.

Decision scorecard

Local evidence first
SignalDeepSeek R1GPT-4o (08-06)
Best forreasoning-heavy apps and provider-routed productionmultimodal apps and provider-routed production
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window128k128k
Cheapest output$0.30/1M tokens$10/1M tokens
Provider routes14 tracked3 tracked
Shared benchmarksAider Polyglot leader1 shared

Decision tradeoffs

Choose DeepSeek R1 when...
  • DeepSeek R1 holds a shared-benchmark lead on Aider Polyglot, ahead by 33.8 points.
  • 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 Reasoning in local model data.
  • Local decision data tags DeepSeek R1 for Coding, RAG, and Agents.
Choose GPT-4o (08-06) when...
  • GPT-4o (08-06) uniquely exposes Vision and Multimodal in local model data.
  • Local decision data tags GPT-4o (08-06) for Coding, RAG, and Agents.

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

GPT-4o (08-06)

$4,500

Cheapest tracked route/tier: OpenAI API

Estimated monthly gap: $4,345. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek R1 -> GPT-4o (08-06)
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • GPT-4o (08-06) is $9.70/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Reasoning before moving production traffic.
  • GPT-4o (08-06) adds Vision and Multimodal in local capability data.
GPT-4o (08-06) -> DeepSeek R1
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • DeepSeek R1 is $9.70/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision and Multimodal before moving production traffic.
  • DeepSeek R1 adds Reasoning in local capability data.

Specs

Specification
Released2025-01-202024-08-06
Context window128k128k
Parameters671B, 37B Active1.76T (8x222B MoE)*
ArchitectureDecoder OnlyMixture of Experts
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
WeightsAvailableNot released
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff2023-122023-10

Pricing and availability

Pricing attributeDeepSeek R1GPT-4o (08-06)
Input price$0.10/1M tokens$2.50/1M tokens
Output price$0.30/1M tokens$10/1M tokens
Providers

Capabilities

CapabilityDeepSeek R1GPT-4o (08-06)
VisionNoYes
MultimodalNoYes
ReasoningYesNo
JSON / Tool useNoNo
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek R1GPT-4o (08-06)
Aider Polyglot56.923.1

Continue comparing

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