LLM Reference

GPT-4o (08-06) vs o1 (12-17)

GPT-4o (08-06) (2024) and o1 (12-17) (2024) are frontier reasoning models from OpenAI. GPT-4o (08-06) ships a 128k-token context window, while o1 (12-17) ships a 128k-token context window. On pricing, GPT-4o (08-06) costs $2.50/1M 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.

GPT-4o (08-06) is ~500% cheaper at $2.50/1M; pay for o1 (12-17) only for coding workflow support.

Decision scorecard

Local evidence first
SignalGPT-4o (08-06)o1 (12-17)
Best formultimodal apps and provider-routed productionreasoning-heavy apps and provider-routed production
Decision fitCoding, RAG, and AgentsCoding, Agents, and Long context
Context window128k128k
Cheapest output$10/1M tokens$60/1M tokens
Provider routes3 tracked2 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-4o (08-06) when...
  • GPT-4o (08-06) has the lower cheapest tracked output price at $10/1M tokens.
  • GPT-4o (08-06) has broader tracked provider coverage for fallback and route flexibility.
  • GPT-4o (08-06) uniquely exposes Vision, Multimodal, and Structured outputs in local model data.
  • Local decision data tags GPT-4o (08-06) for Coding, RAG, and Agents.
Choose o1 (12-17) when...
  • o1 (12-17) uniquely exposes Reasoning in local model data.
  • 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 GPT-4o (08-06)

GPT-4o (08-06)

$4,500

Cheapest tracked route/tier: OpenAI API

o1 (12-17)

$27,000

Cheapest tracked route/tier: Replicate API

Estimated monthly gap: $22,500. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-4o (08-06) -> o1 (12-17)
  • Provider overlap exists on OpenAI API; start route-level A/B tests there.
  • o1 (12-17) is $50/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Vision, Multimodal, and Structured outputs before moving production traffic.
  • o1 (12-17) adds Reasoning in local capability data.
o1 (12-17) -> GPT-4o (08-06)
  • Provider overlap exists on OpenAI API; start route-level A/B tests there.
  • GPT-4o (08-06) is $50/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning before moving production traffic.
  • GPT-4o (08-06) adds Vision, Multimodal, and Structured outputs in local capability data.

Specs

Specification
Released2024-08-062024-12-17
Context window128k128k
Parameters1.76T (8x222B MoE)*—
ArchitectureMixture of ExpertsDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2023-10-

Pricing and availability

Pricing attributeGPT-4o (08-06)o1 (12-17)
Input price$2.50/1M tokens$15/1M tokens
Output price$10/1M tokens$60/1M tokens
Providers

Capabilities

CapabilityGPT-4o (08-06)o1 (12-17)
VisionYesNo
MultimodalYesNo
ReasoningNoYes
JSON / Tool useNoNo
Structured outputsYesNo
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

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