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Claude 3.5 Sonnet v2 vs o1

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Claude 3.5 Sonnet v2 and o1.

Anthropic

Claude 3.5 Sonnet v2

Claude 3.5 Sonnet v2 is Anthropic's enhanced version of the breakthrough Claude 3.5 Sonnet, delivering significantly improved coding capabilities, longer context handling, and more reliable tool use at the same competitive pricing. It maintains the same 200K-token context window while achieving substantial gains in HumanEval, SWE-bench, and agentic task completion rates. Claude 3.5 Sonnet v2 remains widely used as a fallback model for teams that have standardized on the 3.5 architecture and prefer its consistent, well-characterized behavior for production deployments.

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OpenAI

o1

The latest and strongest model family from OpenAI, o1 is designed to spend more time thinking before responding. The o1 model series is trained with large-scale reinforcement learning to reason...

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Technical Specifications

SpecificationClaude 3.5 Sonnet v2o1
ProviderAnthropicOpenAI
Context Window200,000 tokens200,000 tokens
Agent Suitability92/10088/100
Time to First Token (TTFT)360 ms2500 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-02-152024-12-17

API Pricing Comparison

Input Price per Million Tokens

Claude 3.5 Sonnet v2

$3.00

o1

$15.00

Output Price per Million Tokens

Claude 3.5 Sonnet v2

$15.00

o1

$60.00

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs9180.0%
Claude 3.5 Sonnet v2
o1
HumanEvalPython coding & logic synthesis
N/Avs9450.0%
Claude 3.5 Sonnet v2
o1
MATHComplex mathematical problem solving
N/Avs9480.0%
Claude 3.5 Sonnet v2
o1
GPQAGraduate-level expert reasoning
N/Avs7830.0%
Claude 3.5 Sonnet v2
o1
HellaSwagCommonsense reasoning and inference
N/Avs9200.0%
Claude 3.5 Sonnet v2
o1
MT-BenchMulti-turn conversation flow quality
N/Avs940.0%
Claude 3.5 Sonnet v2
o1

Claude 3.5 Sonnet v2 Quirks & Gotchas

  • โ–ธWell-characterized production behavior โ€” ideal for teams needing stability
  • โ–ธUpgrade to Claude 4.6 Sonnet for 1M context and improved agentic performance

o1 Quirks & Gotchas

  • โ–ธReasoning model โ€” high latency by design, not for real-time use
  • โ–ธBest for complex math/code reasoning where accuracy > speed
  • โ–ธUse o3-mini when you need reasoning with lower latency