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Claude Sonnet 4.6 vs GPT-5.2 Chat

Claude Sonnet 4.6

Anthropic

85#66
vs
GPT-5.2 Chat

OpenAI

91#25
Signal-by-Signal Comparison
SignalClaude Sonnet 4.6DeltaGPT-5.2 Chat
Capabilities
100
+17
83
Benchmarks
82
+5
77
Pricing
85
-1
86
Context window size
95
+14
81
Recency
100
+11
89
Output Capacity
85
+15
70
Overall Result
5 wins
of 6
1 wins
Claude Sonnet 4.6 wins 5 of 6 signals

Score History

Score History (25 data points)
Claude Sonnet 4.6GPT-5.2 Chat
Claude Sonnet 4.6

85.2

current score

Leader

GPT-5.2 Chat

right now

GPT-5.2 Chat

90.5

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Claude Sonnet 4.6

Anthropic

Per request$0.010500
Daily$35.00
Monthly$1050.00
Annual$12600.00

GPT-5.2 Chat

OpenAI

Best Value
Per request$0.008750
Daily$29.17
Monthly$875.00
Annual$10500.00

GPT-5.2 Chat saves you $175.00/month

That's $2100.00/year compared to Claude Sonnet 4.6 at your current usage level of 100K calls/month.

17% cheaper
Choose GPT-5.2 Chat for cost optimization

Claude Sonnet 4.6 pricing:
Input:$3.00/M tokens
Output:$15.00/M tokens
GPT-5.2 Chat pricing:
Input:$1.75/M tokens
Output:$14.00/M tokens
Claude Sonnet 4.6

Anthropic

85

Composite Score

Winner
GPT-5.2 Chat

OpenAI

91

Composite Score

Signal-by-Signal Comparison
MetricClaude Sonnet 4.6GPT-5.2 ChatWinner
Overall Score
85
91
GPT-5.2 Chat
Rank#66#25
GPT-5.2 Chat
Quality Rank#66#25
GPT-5.2 Chat
Adoption Rank#66#25
GPT-5.2 Chat
Parameters------
Context Window1000K128K
Claude Sonnet 4.6
Pricing$3.00/$15.00/M$1.75/$14.00/M--
Signal Scores
Capabilities
100
83
Claude Sonnet 4.6
Benchmarks
82
77
Claude Sonnet 4.6
Pricing
85
86
GPT-5.2 Chat
Context window size
95
81
Claude Sonnet 4.6
Recency
100
89
Claude Sonnet 4.6
Output Capacity
85
70
Claude Sonnet 4.6
Benchmark Head-to-Head(13 benchmarks)
Claude Sonnet: 0GPT-5.2 Chat: 1
Claude Sonnet
GPT-5.2 Chat
Normalized 0-100%
MMLU
91.2%-
MMLU-Pro
79%-
GPQA Diamond
82%-
MATH-500
85.3%-
HumanEval
95.2%-
SWE-bench Verified
79.6%-
AIME 2024
65%-
IFEval
91%-
BBH
89.8%-
Arena Elo
14601476
LiveBench
73.2%-
HLE
30.5%-
BigCodeBench
68.4%-
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

Claude Sonnet 4.6Elite Tier

Scores 85/100 (rank #66), placing it in the top 78% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GPT-5.2 ChatElite Tier

Scores 91/100 (rank #25), placing it in the top 92% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5.2 Chat has a 5-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Claude Sonnet 4.6 when you need:

  • Processing long documents or large codebases (1000K token context)
  • Step-by-step reasoning and chain-of-thought problem solving

Choose GPT-5.2 Chat when you need:

  • General-purpose tasks across coding, writing, and analysis
Cost-Performance Analysis
Claude Sonnet 4.6
Input cost$3.00/M tokens
Output cost$15.00/M tokens
Cost per quality point$0.211
Est. monthly (1M tokens/day)$270.00
GPT-5.2 ChatBest Value
Input cost$1.75/M tokens
Output cost$14.00/M tokens
Cost per quality point$0.174
Est. monthly (1M tokens/day)$236.25

GPT-5.2 Chat offers 13% better value per quality point. At 1M tokens/day, you'd spend $236.25/month with GPT-5.2 Chat vs $270.00/month with Claude Sonnet 4.6 - a $33.75 monthly difference.

Latency & Speed
Claude Sonnet 4.6Faster
Speed score0/100
GPT-5.2 Chat
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Claude Sonnet 4.6

Customer support chatbot

Suitable for user-facing chat with competitive response times. GPT-5.2 Chat also offers lower per-token costs for high-volume support

Claude Sonnet 4.6

Long document analysis

Larger context window (1000K tokens) can process longer documents, contracts, and research papers in a single pass

Claude Sonnet 4.6

Batch data extraction

Lower output pricing ($14.00/M) reduces costs when processing thousands of records daily

GPT-5.2 Chat

Creative writing & content

Higher overall composite score (91/100) correlates with better nuance, coherence, and style in long-form content

GPT-5.2 Chat

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Claude Sonnet 4.6
Which Should You Choose?
Our recommendation:
GPT-5.2 Chat

GPT-5.2 Chat has a moderate advantage with a 5.299999999999997-point lead in composite score. It wins on more signal dimensions, but Claude Sonnet 4.6 has specific strengths that could make it the better choice for certain workflows.

by Anthropic

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale
GPT-5.2 Chat
Recommended

by OpenAI

  • Choose for Cost - 13% lower pricing; better value at scale
Capability Comparison
CapabilityClaude Sonnet 4.6GPT-5.2 Chat
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoningdiffers
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Claude Sonnet 4.6

Anthropic

$23.40
estimated monthly cost

GPT-5.2 Chat

OpenAI

Best Value
$19.95
estimated monthly cost

GPT-5.2 Chat saves you $3.45/month

That's 15% cheaper than Claude Sonnet 4.6 at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterClaude Sonnet 4.6GPT-5.2 Chat
Context Window1M128K
Max Output Tokens128,00016,384
Open SourceNoNo
CreatedFeb 17, 2026Dec 10, 2025
Last updated: 39m ago

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Claude Sonnet 4.6 vs GPT-5.2 Chat (2026) | LM Market Cap