LLM Reference

Claude Sonnet 4.6 vs GPT-5.5 Instant

Claude Sonnet 4.6 (2026) and GPT-5.5 Instant (2026) are frontier reasoning models from Anthropic and OpenAI. Claude Sonnet 4.6 ships a 1m-token context window, while GPT-5.5 Instant ships a 400k-token context window. On MMMU Pro, GPT-5.5 Instant leads by 0.4 pts. On pricing, Claude Sonnet 4.6 costs $3/1M input tokens versus $5/1M 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 ~67% cheaper at $3/1M; pay for GPT-5.5 Instant only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude Sonnet 4.6GPT-5.5 Instant
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsmultimodal apps and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1m400k
Cheapest output$15/1M tokens$30/1M tokens
Provider routes6 tracked1 tracked
Shared benchmarks1 sharedMMMU Pro leader

Decision tradeoffs

Choose Claude Sonnet 4.6 when...
  • Claude Sonnet 4.6 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • 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 Reasoning, 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 Instant when...
  • GPT-5.5 Instant holds a shared-benchmark lead on MMMU Pro, ahead by 0.4 points.
  • Local decision data tags GPT-5.5 Instant 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 Instant

$11,500

Cheapest tracked route/tier: OpenAI API

Estimated monthly gap: $5,350. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Sonnet 4.6 -> GPT-5.5 Instant
  • No overlapping tracked provider route is sourced for Claude Sonnet 4.6 and GPT-5.5 Instant; plan for SDK, billing, or endpoint changes.
  • GPT-5.5 Instant is $15/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Reasoning, Computer use, and Parallel agents before moving production traffic.
GPT-5.5 Instant -> Claude Sonnet 4.6
  • No overlapping tracked provider route is sourced for GPT-5.5 Instant and Claude Sonnet 4.6; plan for SDK, billing, or endpoint changes.
  • Claude Sonnet 4.6 is $15/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Claude Sonnet 4.6 adds Reasoning, Computer use, and Parallel agents in local capability data.

Specs

Specification
Released2026-02-172026-05-05
Context window1m400k
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-082025-08

Pricing and availability

Pricing attributeClaude Sonnet 4.6GPT-5.5 Instant
Input price$3/1M tokens$5/1M tokens
Output price$15/1M tokens$30/1M tokens
Providers

Capabilities

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

Benchmarks

BenchmarkClaude Sonnet 4.6GPT-5.5 Instant
MMMU Pro75.676.0

Continue comparing

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