LLM Reference

Claude 3.7 Sonnet vs o3

Claude 3.7 Sonnet (2024) and o3 (2025) are frontier-tier reasoning models from Anthropic and OpenAI. Claude 3.7 Sonnet ships a 200k-token context window, while o3 ships a 200k-token context window. On SWE-bench Verified, o3 leads by 1.4 pts. On pricing, o3 costs $2/1M input tokens versus $3/1M 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 ~50% cheaper at $2/1M; pay for Claude 3.7 Sonnet only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude 3.7 Sonneto3
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 window200k200k
Cheapest output$15/1M tokens$8/1M tokens
Provider routes6 tracked3 tracked
Shared benchmarks5 sharedSWE-bench Verified leader

Decision tradeoffs

Choose Claude 3.7 Sonnet when...
  • Claude 3.7 Sonnet has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags Claude 3.7 Sonnet for Coding, RAG, and Agents.
Choose o3 when...
  • o3 holds a shared-benchmark lead on SWE-bench Verified, ahead by 1.4 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

Claude 3.7 Sonnet

$6,150

Cheapest tracked route/tier: GCP Vertex AI

o3

$3,600

Cheapest tracked route/tier: OpenAI API

Estimated monthly gap: $2,550. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude 3.7 Sonnet -> o3
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • o3 is $7/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
o3 -> Claude 3.7 Sonnet
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Claude 3.7 Sonnet is $7/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.

Specs

Specification
Released2024-03-042025-04-16
Context window200k200k
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2024-112024-06

Pricing and availability

Pricing attributeClaude 3.7 Sonneto3
Input price$3/1M tokens$2/1M tokens
Output price$15/1M tokens$8/1M tokens
Providers

Capabilities

CapabilityClaude 3.7 Sonneto3
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkClaude 3.7 Sonneto3
SWE-bench Verified70.371.7
LiveCodeBench68.985.5
Massive Multi-discipline Multimodal Understanding75.082.9
HumanEval93.096.7
Aider Polyglot64.981.3

Continue comparing

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