The Model Index
Up to four models

GPT-6 Astra vs GPT-6.1 Sol

On the index (GPT-4 = 100), GPT-6 Astra scores 199 and GPT-6.1 Sol 196. Side by side on the same third-party tests, with price and context. The link in your address bar shares this exact comparison.

Next to GPT-6 Astra
Presets
GPT-6 Astra
199182–215
WeightsClosed
ReleasedSep 2026
Price in / out$10 / $50
Context1.05M
Core tests taken7 of 9
GPT-6.1 Sol
196180–212
WeightsClosed
ReleasedSep 2026
Price in / out$2.0 / $10
Context1.05M
Core tests taken6 of 9

GPT-6 Astra and GPT-6.1 Sol are too close to call (3 points apart, within the uncertainty), ahead on 5 of 6 shared core tests, at 5.0× the price.

Test by testthird-party results

GPT-6 AstraGPT-6.1 Sol
0%25%50%75%100%REASONING & KNOWLEDGEGPQA Diamond (Epoch AI)GPQA Diamond (Epoch AI)LiveBench Data AnalysisLiveBench Data AnalysisLiveBench IFLiveBench IFLiveBench LanguageLiveBench LanguageLiveBench ReasoningLiveBench ReasoningEBR-benchEBR-benchSimpleQA VerifiedSimpleQA VerifiedMATHSFrontierMath (tiers 1-3)FrontierMath (tiers 1-3)AIME-style maths (OTIS mock)AIME-style maths (OTIS mock)LiveBench MathematicsLiveBench MathematicsProofBench v1.1ProofBench v1.1Chess puzzlesChess puzzlesFrontierMath (tier 4)FrontierMath (tier 4)CODINGTerminal-Bench 4.0Terminal-Bench 4.0LiveBench Agentic CodingLiveBench Agentic CodingLiveBench CodingLiveBench CodingCode MigrationCode MigrationCyberBench v1.1CyberBench v1.1IOIIOIProgramBenchProgramBenchVibe Code Bench v1.1Vibe Code Bench v1.1AGENTSAPEX-AgentsAPEX-AgentsBioMysteryBenchBioMysteryBenchSRE BenchSRE BenchTerminal-Bench-ScienceTerminal-Bench-ScienceDTBenchDTBenchFurniture assemblyFurniture assemblyLMCALMCAMystery game puzzlesMystery game puzzlesPROFESSIONAL WORKFinance Agent (v2)Finance Agent (v2)EMBEMBHLAB-Vals-1.1HLAB-Vals-1.1Legal Research BenchLegal Research BenchMedCodeMedCodeMedScribeMedScribeSAGESAGETax Agent BenchTax Agent BenchNOVEL PROBLEMSARC-AGI-2ARC-AGI-2ARC-AGI-1ARC-AGI-1ARC-AGI-3ARC-AGI-3MysteryMechanismMysteryMechanism
Every result as a table
TestGPT-6 AstraGPT-6.1 Sol
Reasoning & knowledge
GPQA Diamond (Epoch AI)95.8%95.4%
LiveBench Data Analysis83.0%82.7%
LiveBench IF75.6%74.2%
LiveBench Language89.4%90.1%
LiveBench Reasoning92.7%92.6%
EBR-bench76.2%54.3%
SimpleQA Verified75.6%73.9%
Maths
FrontierMath (tiers 1-3)93.7%93.7%
AIME-style maths (OTIS mock)100.0%100.0%
LiveBench Mathematics96.8%96.8%
ProofBench v1.199.0%99.0%
Chess puzzles74.0%68.0%
FrontierMath (tier 4)97.6%100.0%
Coding
Terminal-Bench 4.059.6%55.0%
LiveBench Agentic Coding57.3%56.8%
LiveBench Coding80.4%80.7%
Code Migration67.7%65.1%
CyberBench v1.141.1%39.3%
IOI100.0%96.9%
ProgramBench5.5%3.0%
Vibe Code Bench v1.189.6%88.9%
Agents
APEX-Agents64.7%60.0%
BioMysteryBench79.3%79.6%
SRE Bench56.9%50.8%
Terminal-Bench-Science62.9%52.9%
DTBench97.3%96.5%
Furniture assembly80.0%80.0%
LMCA64.4%62.8%
Mystery game puzzles84.0%80.0%
Professional work
Finance Agent (v2)53.5%52.0%
EMB71.7%70.8%
HLAB-Vals-1.17.1%6.3%
Legal Research Bench39.4%38.5%
MedCode48.5%48.8%
MedScribe87.9%86.5%
SAGE46.4%46.5%
Tax Agent Bench20.7%21.8%
Novel problems
ARC-AGI-295.0%94.2%
ARC-AGI-198.5%98.5%
ARC-AGI-362.7%52.7%
MysteryMechanism53.1%46.4%

Tests at least two of these models have taken. Bold rows are the core tests.

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