LLM Reference

Claude Sonnet 4.6 vs GPT-5.5 Pro

Claude Sonnet 4.6 (2026) and GPT-5.5 Pro (2026) are frontier-tier reasoning models from Anthropic and OpenAI. Claude Sonnet 4.6 ships a 1m-token context window, while GPT-5.5 Pro ships a 1.05m-token context window. On SWE-bench Verified, GPT-5.5 Pro leads by 3 pts. On pricing, Claude Sonnet 4.6 costs $3/1M input tokens versus $30/1M 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.

Claude Sonnet 4.6 is ~900% cheaper at $3/1M; pay for GPT-5.5 Pro only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude Sonnet 4.6GPT-5.5 Pro
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 window1m1.05m
Cheapest output$15/1M tokens$180/1M tokens
Provider routes6 tracked3 tracked
Shared benchmarks5 sharedSWE-bench Verified leader

Decision tradeoffs

Choose Claude Sonnet 4.6 when...
  • Claude Sonnet 4.6 has the lower cheapest tracked output price at $15/1M tokens.
  • Claude Sonnet 4.6 has broader tracked provider coverage for fallback and route flexibility.
  • Claude Sonnet 4.6 uniquely exposes Computer use and Parallel agents in local model data.
  • Local decision data tags Claude Sonnet 4.6 for Coding, RAG, and Agents.
Choose GPT-5.5 Pro when...
  • GPT-5.5 Pro holds a shared-benchmark lead on SWE-bench Verified, ahead by 3 points.
  • GPT-5.5 Pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Local decision data tags GPT-5.5 Pro 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 Claude Sonnet 4.6

Claude Sonnet 4.6

$6,150

Cheapest tracked route/tier: OpenRouter

GPT-5.5 Pro

$69,000

Cheapest tracked route/tier: OpenAI API <=272K tokens (standard)

Estimated monthly gap: $62,850. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Sonnet 4.6 -> GPT-5.5 Pro
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • GPT-5.5 Pro is $165/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Computer use and Parallel agents before moving production traffic.
GPT-5.5 Pro -> Claude Sonnet 4.6
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • Claude Sonnet 4.6 is $165/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Claude Sonnet 4.6 adds Computer use and Parallel agents in local capability data.

Specs

Specification
Released2026-02-172026-04-23
Context window1m1.05m
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-082025-12

Pricing and availability

Pricing attributeClaude Sonnet 4.6GPT-5.5 Pro
Input price$3/1M tokens$30/1M tokens
Output price$15/1M tokens$180/1M tokens
Providers

Capabilities

CapabilityClaude Sonnet 4.6GPT-5.5 Pro
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useYesNo
Parallel agentsYesNo

Benchmarks

BenchmarkClaude Sonnet 4.6GPT-5.5 Pro
SWE-bench Verified79.682.6
Google-Proof Q&A89.993.6
LiveCodeBench80.091.0
Terminal-Bench 2.059.182.7
MCP-Atlas61.375.3

Continue comparing

Last reviewed: 2026-07-26. Data sourced from public model cards and provider documentation.