Compare · ModelsLive · 3 picked · head to head

Claude Fable 5.2 vs GPT-6.1 Sol vs GPT-6 Astra

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

Winner summary

Claude Fable 5.2 wins 15 of 30 shared benchmarks. Leads in agentic · reasoning · general.

Category leads
agentic·Claude Fable 5.2reasoning·Claude Fable 5.2knowledge·GPT-6 Astrageneral·Claude Fable 5.2math·Claude Fable 5.2speed·GPT-6 Astracoding·GPT-6 Astra
Hype vs Reality
Claude Fable 5.2
#2 by perf·#5 by attention
DESERVED
GPT-6.1 Sol
#10 by perf·#2 by attention
DESERVED
GPT-6 Astra
#9 by perf·#2 by attention
DESERVED
Best value
3.5x better value than Claude Fable 5.2
Claude Fable 5.2
3.5 pts/$
$24.00/M
GPT-6.1 Sol
12.5 pts/$
$6.00/M
GPT-6 Astra
2.5 pts/$
$30.00/M
Vendor risk
Anthropic logo
Anthropic
$965.0B·Tier 1
Medium risk
OpenAI logo
OpenAI
$840.0B·Tier 1
Medium risk
OpenAI logo
OpenAI
$840.0B·Tier 1
Medium risk
Head to head
Claude Fable 5.2GPT-6.1 SolGPT-6 Astra
APEX-Agents
Claude Fable 5.2 leads by +15.4
APEX-Agents · evaluates AI agents on complex, multi-step tasks requiring planning, tool use, and autonomous decision-making in realistic environments.
Claude Fable 5.2
80.1
GPT-6.1 Sol
60.0
GPT-6 Astra
64.7
ARC-AGI
ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization.
Claude Fable 5.2
98.5
GPT-6.1 Sol
98.5
GPT-6 Astra
98.5
ARC-AGI-2
GPT-6 Astra leads by +0.8
ARC-AGI-2 · the second iteration of the Abstraction and Reasoning Corpus, testing novel pattern recognition and abstract reasoning without prior training data.
Claude Fable 5.2
93.8
GPT-6.1 Sol
94.2
GPT-6 Astra
95.0
Chess Puzzles
Claude Fable 5.2 leads by +3.2
Chess Puzzles · tests strategic and tactical reasoning by having models solve chess puzzle positions, evaluating lookahead and pattern recognition abilities.
Claude Fable 5.2
77.9
GPT-6.1 Sol
66.3
GPT-6 Astra
74.8
Dtbench
Claude Fable 5.2 leads by +3.1
Claude Fable 5.2
98.7
GPT-6.1 Sol
94.2
GPT-6 Astra
95.5
Ebr Bench
Claude Fable 5.2 leads by +14.3
Claude Fable 5.2
90.5
GPT-6.1 Sol
54.3
GPT-6 Astra
76.2
FrontierMath-Tier-4-v2-Private
Claude Fable 5.2
100.0
GPT-6.1 Sol
100.0
GPT-6 Astra
97.6
FrontierMath-Tiers-1-3-v2-Private
Claude Fable 5.2 leads by +1.4
Claude Fable 5.2
100.0
GPT-6.1 Sol
98.6
GPT-6 Astra
98.6
Furniture Assembly
Claude Fable 5.2 leads by +14.3
Claude Fable 5.2
85.7
GPT-6.1 Sol
71.4
GPT-6 Astra
71.4
GPQA diamond
GPT-6 Astra leads by +0.5
Graduate-Level Google-Proof QA (Diamond set) · expert-crafted questions in physics, biology, and chemistry that are difficult even for domain PhDs.
Claude Fable 5.2
95.7
GPT-6.1 Sol
97.8
GPT-6 Astra
98.3
Lmca
Claude Fable 5.2 leads by +7.3
Claude Fable 5.2
83.1
GPT-6.1 Sol
73.9
GPT-6 Astra
75.7
Mystery Game Puzzles
Claude Fable 5.2 leads by +6.6
Claude Fable 5.2
89.0
GPT-6.1 Sol
78.0
GPT-6 Astra
82.4
OTIS Mock AIME 2024-2025
OTIS Mock AIME 2024-2025 · simulated American Invitational Mathematics Examination problems testing advanced problem-solving skills.
Claude Fable 5.2
99.7
GPT-6.1 Sol
100.0
GPT-6 Astra
100.0
Proofbench
Claude Fable 5.2 leads by +1.0
Claude Fable 5.2
100.0
GPT-6.1 Sol
99.0
GPT-6 Astra
99.0
SimpleBench
Claude Fable 5.2 leads by +10.1
SimpleBench · tests fundamental reasoning capabilities with straightforward problems designed to expose gaps in basic logical and spatial thinking.
Claude Fable 5.2
93.9
GPT-6.1 Sol
79.5
GPT-6 Astra
83.8
SimpleQA Verified
Claude Fable 5.2 leads by +18.4
SimpleQA Verified · short factual questions with verified answers, measuring factual accuracy and the tendency to hallucinate or provide incorrect information.
Claude Fable 5.2
94.0
GPT-6.1 Sol
73.9
GPT-6 Astra
75.6
SpireClimb
GPT-6 Astra leads by +10.2
Claude Fable 5.2
19.6
GPT-6.1 Sol
23.8
GPT-6 Astra
34.0
Artificial Analysis · CritPt
GPT-6.1 Sol
31.7
GPT-6 Astra
31.7
Artificial Analysis · GDPval
GPT-6.1 Sol leads by +1.1
GPT-6.1 Sol
54.7
GPT-6 Astra
53.6
Artificial Analysis · Humanity's Last Exam
GPT-6 Astra leads by +1.8
GPT-6.1 Sol
52.9
GPT-6 Astra
54.7
Artificial Analysis · Long Context Reasoning
GPT-6.1 Sol leads by +2.3
GPT-6.1 Sol
83.0
GPT-6 Astra
80.7
Artificial Analysis · MMMU Pro
GPT-6 Astra leads by +0.9
GPT-6.1 Sol
86.0
GPT-6 Astra
86.9
Artificial Analysis · Quality Index
GPT-6 Astra leads by +0.8
GPT-6.1 Sol
51.8
GPT-6 Astra
52.7
Artificial Analysis · SciCode
GPT-6 Astra leads by +2.3
GPT-6.1 Sol
54.2
GPT-6 Astra
56.5
Frontiercode
GPT-6 Astra leads by +3.0
GPT-6.1 Sol
50.2
GPT-6 Astra
53.3
Frontierswe
Claude Fable 5.2 leads by +4.4
Claude Fable 5.2
69.9
GPT-6 Astra
65.5
Mirrorcode
GPT-6.1 Sol leads by +1.1
GPT-6.1 Sol
61.1
GPT-6 Astra
60.0
PostTrainBench
GPT-6 Astra leads by +3.1
GPT-6.1 Sol
38.8
GPT-6 Astra
41.9
Remote Labor Index
Claude Fable 5.2 leads by +20.5
Claude Fable 5.2
41.3
GPT-6 Astra
20.8
WeirdML v3
GPT-6 Astra leads by +3.8
GPT-6.1 Sol
56.2
GPT-6 Astra
60.0
Full benchmark table
BenchmarkClaude Fable 5.2GPT-6.1 SolGPT-6 Astra
APEX-Agents
APEX-Agents · evaluates AI agents on complex, multi-step tasks requiring planning, tool use, and autonomous decision-making in realistic environments.
80.160.064.7
ARC-AGI
ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization.
98.598.598.5
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.
93.894.295.0
Chess Puzzles
Chess Puzzles · tests strategic and tactical reasoning by having models solve chess puzzle positions, evaluating lookahead and pattern recognition abilities.
77.966.374.8
Dtbench
98.794.295.5
Ebr Bench
90.554.376.2
FrontierMath-Tier-4-v2-Private
100.0100.097.6
FrontierMath-Tiers-1-3-v2-Private
100.098.698.6
Furniture Assembly
85.771.471.4
GPQA diamond
Graduate-Level Google-Proof QA (Diamond set) · expert-crafted questions in physics, biology, and chemistry that are difficult even for domain PhDs.
95.797.898.3
Lmca
83.173.975.7
Mystery Game Puzzles
89.078.082.4
OTIS Mock AIME 2024-2025
OTIS Mock AIME 2024-2025 · simulated American Invitational Mathematics Examination problems testing advanced problem-solving skills.
99.7100.0100.0
Proofbench
100.099.099.0
SimpleBench
SimpleBench · tests fundamental reasoning capabilities with straightforward problems designed to expose gaps in basic logical and spatial thinking.
93.979.583.8
SimpleQA Verified
SimpleQA Verified · short factual questions with verified answers, measuring factual accuracy and the tendency to hallucinate or provide incorrect information.
94.073.975.6
SpireClimb
19.623.834.0
Artificial Analysis · CritPt
n/a31.731.7
Artificial Analysis · GDPval
n/a54.753.6
Artificial Analysis · Humanity's Last Exam
n/a52.954.7
Artificial Analysis · Long Context Reasoning
n/a83.080.7
Artificial Analysis · MMMU Pro
n/a86.086.9
Artificial Analysis · Quality Index
n/a51.852.7
Artificial Analysis · SciCode
n/a54.256.5
Frontiercode
n/a50.253.3
Frontierswe
69.9n/a65.5
Mirrorcode
n/a61.160.0
PostTrainBench
n/a38.841.9
Remote Labor Index
41.3n/a20.8
WeirdML v3
n/a56.260.0
Pricing · per 1M tokens · projected $/mo at 10M tokens
ModelInputOutputContextProjected $/mo
Anthropic logoClaude Fable 5.2$8.00$40.001.0M tokens (~500 books)$160.00
OpenAI logoGPT-6.1 Sol$2.00$10.001.1M tokens (~525 books)$40.00
OpenAI logoGPT-6 Astra$10.00$50.001.1M tokens (~525 books)$200.00