The Model Index
Up to four models

GPT-6 Luna vs DeepSeek-V4.1-Flash

On the index (GPT-4 = 100), GPT-6 Luna scores 170 and DeepSeek-V4.1-Flash 170. 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 Luna
Presets
GPT-6 Luna
170153–186
WeightsClosed
ReleasedSep 2026
Price in / out$0.10 / $0.50
Context1.05M
Core tests taken6 of 9
DeepSeek-V4.1-Flash
170153–186
WeightsOpen
ReleasedSep 2026
Price in / out$0.14 / $0.42
Context1.05M
Core tests taken6 of 9

GPT-6 Luna and DeepSeek-V4.1-Flash are too close to call (0 points apart, within the uncertainty), ahead on 3 of 6 shared core tests, at a similar price.

Test by testthird-party results

GPT-6 LunaDeepSeek-V4.1-Flash
0%25%50%75%100%REASONING & KNOWLEDGEGPQA Diamond (Epoch AI)GPQA Diamond (Epoch AI)LiveBench Data AnalysisLiveBench Data AnalysisLiveBench IFLiveBench IFLiveBench LanguageLiveBench LanguageLiveBench ReasoningLiveBench ReasoningSimpleQA 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)EMBEMBLegal Research BenchLegal Research BenchMedCodeMedCodeMedScribeMedScribePublic Benefits Bench v1.1Public Benefits Bench v1.1SAGESAGETax Agent BenchTax Agent BenchNOVEL PROBLEMSARC-AGI-2ARC-AGI-2ARC-AGI-1ARC-AGI-1ARC-AGI-3ARC-AGI-3MysteryMechanismMysteryMechanism
Every result as a table
TestGPT-6 LunaDeepSeek-V4.1-Flash
Reasoning & knowledge
GPQA Diamond (Epoch AI)90.5%89.8%
LiveBench Data Analysis73.4%79.3%
LiveBench IF55.9%70.0%
LiveBench Language73.8%81.2%
LiveBench Reasoning81.8%86.7%
SimpleQA Verified41.4%42.9%
Maths
FrontierMath (tiers 1-3)79.0%67.4%
AIME-style maths (OTIS mock)98.9%98.3%
LiveBench Mathematics89.1%93.3%
ProofBench v1.164.0%54.0%
Chess puzzles36.0%48.0%
FrontierMath (tier 4)56.1%26.8%
Coding
Terminal-Bench 4.013.6%19.7%
LiveBench Agentic Coding51.2%77.3%
LiveBench Coding79.0%80.0%
Code Migration42.5%45.6%
CyberBench v1.176.3%73.7%
IOI55.6%40.3%
ProgramBench0.5%0.5%
Vibe Code Bench v1.181.7%84.7%
Agents
APEX-Agents44.3%39.5%
BioMysteryBench61.5%67.8%
SRE Bench2.7%0.8%
Terminal-Bench-Science4.3%0.0%
DTBench90.1%89.9%
Furniture assembly44.2%34.2%
LMCA44.5%47.0%
Mystery game puzzles7.0%43.0%
Professional work
Finance Agent (v2)49.9%53.5%
EMB68.5%57.2%
Legal Research Bench30.3%41.3%
MedCode44.7%41.2%
MedScribe83.7%85.5%
Public Benefits Bench v1.157.6%64.3%
SAGE48.1%47.9%
Tax Agent Bench20.0%26.6%
Novel problems
ARC-AGI-259.3%72.9%
ARC-AGI-186.7%94.5%
ARC-AGI-30.2%0.9%
MysteryMechanism19.4%21.2%

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

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