LLM Reference

GPT-5.5 vs o3

GPT-5.5 and o3 are both OpenAI reasoning models, but they serve different production decisions. GPT-5.5 is the 2026 frontier pick for long-context agentic coding, computer-use workflows, and newer internal knowledge. o3 is the cheaper, faster reasoning route when the task fits inside 200K tokens and does not require post-2024 knowledge.

Pick GPT-5.5 for large-codebase analysis, long-context agents, recent-knowledge research, computer-use automation, and coding accuracy: it has 1.05M context versus 200K, a December 2025 documented knowledge cutoff versus June 2024, GPQA Diamond at 93.6% versus 87.7%, and SWE-Bench Verified at 82.6% versus 71.7%. Pick o3 for cost-sensitive reasoning, math/science Q&A, batch jobs, and latency-sensitive flows under 200K tokens: OpenAI pricing is $2/M input and $8/M output versus GPT-5.5 at $5/M and $30/M, and Artificial Analysis reports materially faster output throughput for o3.

Decision scorecard

Local evidence first
SignalGPT-5.5o3
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1.05m200k
Cheapest output$30/1M tokens$8/1M tokens
Provider routes4 tracked3 tracked
Shared benchmarksSWE-bench Verified leader8 shared

Decision tradeoffs

Choose GPT-5.5 when...
  • GPT-5.5 holds a shared-benchmark lead on SWE-bench Verified, ahead by 10.9 points.
  • GPT-5.5 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5.5 has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags GPT-5.5 for Coding, RAG, and Agents.
Choose o3 when...
  • o3 holds a shared-benchmark lead on AIME 2025, ahead by 7.7 points.
  • o3 has the lower cheapest tracked output price at $8/1M tokens.
  • Local decision data tags o3 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 o3

GPT-5.5

$11,500

Cheapest tracked route/tier: OpenAI API 0-272K input tokens

o3

$3,600

Cheapest tracked route/tier: OpenAI API

Estimated monthly gap: $7,900. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5.5 -> o3
  • Provider overlap exists on OpenAI API, OpenRouter, and Vercel AI Gateway; start route-level A/B tests there.
  • o3 is $22/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
o3 -> GPT-5.5
  • Provider overlap exists on OpenAI API, OpenRouter, and Vercel AI Gateway; start route-level A/B tests there.
  • GPT-5.5 is $22/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.

Specs

Specification
Released2026-04-232025-04-16
Context window1.05m200k
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-122024-06

Pricing and availability

Pricing attributeGPT-5.5o3
Input price
0-272K input tokens
$5/1M tokens
Standard GPT-5.5 token pricing before the long-context surcharge threshold.
272K+ input tokens
$8/1M tokens
Long-context surcharge applies above 272K input tokens for the full session.
$2/1M tokens
Output price
0-272K input tokens
$30/1M tokens
Standard GPT-5.5 token pricing before the long-context surcharge threshold.
272K+ input tokens
$36/1M tokens
Long-context surcharge applies above 272K input tokens for the full session.
$8/1M tokens
Providers

Capabilities

CapabilityGPT-5.5o3
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGPT-5.5o3
SWE-bench Verified82.671.7
Google-Proof Q&A93.687.7
AIME 202581.288.9
Humanity's Last Exam41.420.3
HumanEval94.296.7
Chatbot Arena1488.01412.0
MMMU Pro88.376.4
Aider Polyglot88.081.3

Continue comparing

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