LLM Reference

o1 (12-17) vs o3

o1 (12-17) (2024) and o3 (2025) are frontier-tier reasoning models from OpenAI. o1 (12-17) ships a 128k-token context window, while o3 ships a 200k-token context window. On Google-Proof Q&A, o3 leads by 9.7 pts. On pricing, o3 costs $2/1M 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.

o3 is ~650% cheaper at $2/1M; pay for o1 (12-17) only for coding workflow support.

Decision scorecard

Local evidence first
Signalo1 (12-17)o3
Best forreasoning-heavy apps and provider-routed productionreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, Agents, and Long contextCoding, RAG, and Agents
Context window128k200k
Cheapest output$60/1M tokens$8/1M tokens
Provider routes2 tracked3 tracked
Shared benchmarks3 sharedGoogle-Proof Q&A leader

Decision tradeoffs

Choose o1 (12-17) when...
  • Local decision data tags o1 (12-17) for Coding, Agents, and Long context.
Choose o3 when...
  • o3 holds a shared-benchmark lead on Google-Proof Q&A, ahead by 9.7 points.
  • o3 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • o3 has the lower cheapest tracked output price at $8/1M tokens.
  • o3 has broader tracked provider coverage for fallback and route flexibility.
  • o3 uniquely exposes Vision, Multimodal, and JSON / Tool use in local model data.

Monthly cost at traffic

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

Lower estimate o3

o1 (12-17)

$27,000

Cheapest tracked route/tier: Replicate API

o3

$3,600

Cheapest tracked route/tier: OpenAI API

Estimated monthly gap: $23,400. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

o1 (12-17) -> o3
  • Provider overlap exists on OpenAI API; start route-level A/B tests there.
  • o3 is $52/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • o3 adds Vision, Multimodal, and JSON / JSON / Tool use in local capability data.
o3 -> o1 (12-17)
  • Provider overlap exists on OpenAI API; start route-level A/B tests there.
  • o1 (12-17) is $52/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Vision, Multimodal, and JSON / JSON / Tool use before moving production traffic.

Specs

Specification
Released2024-12-172025-04-16
Context window128k200k
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff-2024-06

Pricing and availability

Pricing attributeo1 (12-17)o3
Input price$15/1M tokens$2/1M tokens
Output price$60/1M tokens$8/1M tokens
Providers

Capabilities

Capabilityo1 (12-17)o3
VisionNoYes
MultimodalNoYes
ReasoningYesYes
JSON / Tool useNoYes
Structured outputsNoYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

Benchmarko1 (12-17)o3
Google-Proof Q&A78.087.7
Massive Multi-discipline Multimodal Understanding78.282.9
Chatbot Arena1385.01412.0

Continue comparing

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