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Claude Opus 4.5 vs GPT-5.2 Pro (batch)

Claude Opus 4.5

Anthropic

85#68
vs
Signal-by-Signal Comparison
SignalClaude Opus 4.5DeltaGPT-5.2 Pro (batch)
Capabilities
100
--
100
Benchmarks
85
-5
89
Pricing
75
+59
16
Context window size
84
-5
89
Recency
86
-3
89
Output Capacity
80
-5
85
Overall Result
1 wins
of 6
4 wins
GPT-5.2 Pro (batch) wins 4 of 6 signals

Score History

Score History (25 data points)
Claude Opus 4.5GPT-5.2 Pro (batch)
Claude Opus 4.5

85.1

current score

Leader

GPT-5.2 Pro (batch)

right now

GPT-5.2 Pro (batch)

90.5

current score

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

Claude Opus 4.5

Anthropic

Best Value
Per request$0.017500
Daily$58.33
Monthly$1750.00
Annual$21000.00

GPT-5.2 Pro (batch)

OpenAI

Per request$0.052500
Daily$175.00
Monthly$5250.00
Annual$63000.00

Claude Opus 4.5 saves you $3500.00/month

That's $42000.00/year compared to GPT-5.2 Pro (batch) at your current usage level of 100K calls/month.

67% cheaper
Choose Claude Opus 4.5 for cost optimization

Claude Opus 4.5 pricing:
Input:$5.00/M tokens
Output:$25.00/M tokens
GPT-5.2 Pro (batch) pricing:
Input:$10.50/M tokens
Output:$84.00/M tokens
Claude Opus 4.5

Anthropic

85

Composite Score

Winner
GPT-5.2 Pro (batch)

OpenAI

91

Composite Score

Signal-by-Signal Comparison
MetricClaude Opus 4.5GPT-5.2 Pro (batch)Winner
Overall Score
85
91
GPT-5.2 Pro (batch)
Rank#68#27
GPT-5.2 Pro (batch)
Quality Rank#68#27
GPT-5.2 Pro (batch)
Adoption Rank#68#27
GPT-5.2 Pro (batch)
Parameters------
Context Window200K400K
GPT-5.2 Pro (batch)
Pricing$5.00/$25.00/M$10.50/$84.00/M--
Signal Scores
Capabilities
100
100
Claude Opus 4.5
Benchmarks
85
89
GPT-5.2 Pro (batch)
Pricing
75
16
Claude Opus 4.5
Context window size
84
89
GPT-5.2 Pro (batch)
Recency
86
89
GPT-5.2 Pro (batch)
Output Capacity
80
85
GPT-5.2 Pro (batch)
Benchmark Head-to-Head(12 benchmarks)
Claude Opus: 1GPT-5.2 Pro: 10
Claude Opus
GPT-5.2 Pro
Normalized 0-100%
MMLU
91.4%93.5%
MMLU-Pro
78%86%
GPQA Diamond
86.2%87%
MATH-500
88.1%94%
HumanEval
95.2%97%
SWE-bench Verified
80.9%78%
AIME 2024
72%-
IFEval
91.5%93%
BBH
90%91.5%
Arena Elo
14301481
LiveBench
74%77.5%
HLE
32.1%37%
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 Opus 4.5Elite Tier

Scores 85/100 (rank #68), placing it in the top 77% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GPT-5.2 Pro (batch)Elite Tier

Scores 91/100 (rank #27), placing it in the top 91% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5.2 Pro (batch) 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 Opus 4.5 when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving

Choose GPT-5.2 Pro (batch) when you need:

  • Processing long documents or large codebases (400K token context)
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Claude Opus 4.5Best Value
Input cost$5.00/M tokens
Output cost$25.00/M tokens
Cost per quality point$0.353
Est. monthly (1M tokens/day)$450.00
GPT-5.2 Pro (batch)
Input cost$10.50/M tokens
Output cost$84.00/M tokens
Cost per quality point$1.044
Est. monthly (1M tokens/day)$1417.50

Claude Opus 4.5 offers 68% better value per quality point. At 1M tokens/day, you'd spend $450.00/month with Claude Opus 4.5 vs $1417.50/month with GPT-5.2 Pro (batch) - a $967.50 monthly difference.

Latency & Speed
Claude Opus 4.5Faster
Speed score0/100
GPT-5.2 Pro (batch)
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 Opus 4.5

Customer support chatbot

Suitable for user-facing chat with competitive response times. Claude Opus 4.5 also offers lower per-token costs for high-volume support

Claude Opus 4.5

Long document analysis

Larger context window (400K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-5.2 Pro (batch)

Batch data extraction

Lower output pricing ($25.00/M) reduces costs when processing thousands of records daily

Claude Opus 4.5

Creative writing & content

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

GPT-5.2 Pro (batch)

Image understanding & OCR

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

Claude Opus 4.5
Which Should You Choose?
Our recommendation:
GPT-5.2 Pro (batch)

GPT-5.2 Pro (batch) has a moderate advantage with a 5.400000000000006-point lead in composite score. It wins on more signal dimensions, but Claude Opus 4.5 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 Cost - 68% lower pricing; better value at scale
  • 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

by OpenAI

Consider for specialized use cases.

Capability Comparison
CapabilityClaude Opus 4.5GPT-5.2 Pro (batch)
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Claude Opus 4.5

Anthropic

Best Value
$39.00
estimated monthly cost

GPT-5.2 Pro (batch)

OpenAI

$119.70
estimated monthly cost

Claude Opus 4.5 saves you $80.70/month

That's 67% cheaper than GPT-5.2 Pro (batch) 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 Opus 4.5GPT-5.2 Pro (batch)
Context Window200K400K
Max Output Tokens64,000128,000
Open SourceNoNo
CreatedNov 24, 2025Dec 10, 2025
Last updated: 35m ago

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