Compare · ModelsLive · 2 picked · head to head

Claude Opus 4.8 vs GPT-5.2 Pro

Side by side · benchmarks, pricing, and signals you can act on.

Winner summary

Claude Opus 4.8 wins 5 of 6 shared benchmarks. Leads in reasoning · math.

Category leads
reasoning·Claude Opus 4.8math·Claude Opus 4.8
Hype vs Reality
Claude Opus 4.8
#75 by perf·#9 by attention
DESERVED
GPT-5.2 Pro
#61 by perf·#4 by attention
DESERVED
Best value
6.1x better value than GPT-5.2 Pro
Claude Opus 4.8
3.7 pts/$
$15.00/M
GPT-5.2 Pro
0.6 pts/$
$94.50/M
Vendor risk
Anthropic logo
Anthropic
$965.0B·Tier 1
Medium risk
OpenAI logo
OpenAI
$840.0B·Tier 1
Medium risk
Head to head
Claude Opus 4.8GPT-5.2 Pro
ARC-AGI
Claude Opus 4.8 leads by +2.0
ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization.
Claude Opus 4.8
92.5
GPT-5.2 Pro
90.5
ARC-AGI-2
Claude Opus 4.8 leads by +17.9
ARC-AGI-2 · the second iteration of the Abstraction and Reasoning Corpus, testing novel pattern recognition and abstract reasoning without prior training data.
Claude Opus 4.8
72.1
GPT-5.2 Pro
54.2
FrontierMath-Tier-4-2025-07-01-Private
GPT-5.2 Pro leads by +0.1
FrontierMath Tier 4 (Jul 2025) · the most challenging tier of frontier mathematics, containing problems that push the absolute limits of AI mathematical reasoning.
Claude Opus 4.8
31.3
GPT-5.2 Pro
31.3
FrontierMath-Tier-4-v2-Private
Claude Opus 4.8 leads by +10.1
Claude Opus 4.8
56.1
GPT-5.2 Pro
46.0
FrontierMath-Tiers-1-3-v2-Private
Claude Opus 4.8 leads by +6.0
Claude Opus 4.8
80.0
GPT-5.2 Pro
74.0
SimpleBench
Claude Opus 4.8 leads by +8.9
SimpleBench · tests fundamental reasoning capabilities with straightforward problems designed to expose gaps in basic logical and spatial thinking.
Claude Opus 4.8
57.8
GPT-5.2 Pro
48.9
Full benchmark table
BenchmarkClaude Opus 4.8GPT-5.2 Pro
ARC-AGI
ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization.
92.590.5
ARC-AGI-2
ARC-AGI-2 · the second iteration of the Abstraction and Reasoning Corpus, testing novel pattern recognition and abstract reasoning without prior training data.
72.154.2
FrontierMath-Tier-4-2025-07-01-Private
FrontierMath Tier 4 (Jul 2025) · the most challenging tier of frontier mathematics, containing problems that push the absolute limits of AI mathematical reasoning.
31.331.3
FrontierMath-Tier-4-v2-Private
56.146.0
FrontierMath-Tiers-1-3-v2-Private
80.074.0
SimpleBench
SimpleBench · tests fundamental reasoning capabilities with straightforward problems designed to expose gaps in basic logical and spatial thinking.
57.848.9
Pricing · per 1M tokens · projected $/mo at 10M tokens
ModelInputOutputContextProjected $/mo
Anthropic logoClaude Opus 4.8$5.00$25.001.0M tokens (~500 books)$100.00
OpenAI logoGPT-5.2 Pro$21.00$168.00400K tokens (~200 books)$577.50