LLM Reference

Claude Sonnet 4.6 vs o3 Deep Research

Claude Sonnet 4.6 (2026) and o3 Deep Research (2025) are frontier-tier reasoning models from Anthropic and OpenAI. Claude Sonnet 4.6 ships a 1m-token context window, while o3 Deep Research ships a 200k-token context window. On pricing, Claude Sonnet 4.6 costs $3/1M input tokens versus $10/1M 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 ~233% cheaper at $3/1M; pay for o3 Deep Research only for vision-heavy evaluation.

Decision scorecard

Local evidence first
SignalClaude Sonnet 4.6o3 Deep Research
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsRAG, Agents, and Long context
Context window1m200k
Cheapest output$15/1M tokens$40/1M tokens
Provider routes6 tracked2 tracked
Shared benchmarks0 shared0 shared

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 Code execution, Computer use, and Parallel agents in local model data.
  • Local decision data tags Claude Sonnet 4.6 for Coding, RAG, and Agents.
Choose o3 Deep Research when...
  • Local decision data tags o3 Deep Research for RAG, 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 Claude Sonnet 4.6

Claude Sonnet 4.6

$6,150

Cheapest tracked route/tier: OpenRouter

o3 Deep Research

$18,000

Cheapest tracked route/tier: Vercel AI Gateway

Estimated monthly gap: $11,850. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Sonnet 4.6 -> o3 Deep Research
  • Provider overlap exists on Vercel AI Gateway; start route-level A/B tests there.
  • o3 Deep Research is $25/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Code execution, Computer use, and Parallel agents before moving production traffic.
o3 Deep Research -> Claude Sonnet 4.6
  • Provider overlap exists on Vercel AI Gateway; start route-level A/B tests there.
  • Claude Sonnet 4.6 is $25/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Claude Sonnet 4.6 adds Code execution, Computer use, and Parallel agents in local capability data.

Specs

Specification
Released2026-02-172025-10-10
Context window1m200k
Parameters——
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-082024-06

Pricing and availability

Pricing attributeClaude Sonnet 4.6o3 Deep Research
Input price$3/1M tokens$10/1M tokens
Output price$15/1M tokens$40/1M tokens
Providers

Capabilities

CapabilityClaude Sonnet 4.6o3 Deep Research
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useYesNo
Parallel agentsYesNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

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