AA Omniscience Scores
Artificial Analysis Omniscience scores for factual reliability. Color = provider.
AA Omniscience Scores
AA Omniscience Scores
Artificial Analysis Omniscience scores for factual reliability. Color = provider.
Controls:
How to read this chart
Bars rank models by the source-backed benchmark value used for this chart. Longer bars indicate higher published scores.
Data sources
AA Omniscience vs Effective Cost
AA Omniscience vs Effective Cost
X = effective cost (log). Y = AA Omniscience. Color = provider.
Controls:
How to read this chart
Each point is a public model. The chart compares AA Omniscience against Effective Cost (per 1M I/O Tokens), with color showing the model provider.
Data sources
IQ DimensionsReliability IQEach model's Reliability IQ plotted on a standard normal IQ distributionData: Artificial Analysis, BullshitBench v2, Kaggle FACTS Grounding leaderboardOpen chartCoreAI Models on the IQ Bell CurveEach model's estimated IQ plotted on a standard normal IQ distributionData: ARC Prize, Epoch AI FrontierMath, Vals.ai +27 moreOpen chartIQ BenchmarksAA Long Chain Reasoning ScoresArtificial Analysis Long Chain Reasoning scores for long-document extraction, synthesis, and reasoning. Color = provider.Data: Artificial AnalysisOpen chartIQ BenchmarksIFBench Benchmark ScoresInstruction-following and constraint-adherence scores. Color = provider.Data: Artificial AnalysisOpen chartIQ BenchmarksBullshitBench v2 ScoresClear Pushback rate: share of attempts where a model clearly challenges a false premise instead of accepting nonsense. Color = provider.Data: BullshitBench v2Open chartIQ BenchmarksFACTS Grounding ScoresGoogle FACTS Grounding scores for long-form responses fully grounded in provided documents. Color = provider.Data: Kaggle FACTS Grounding leaderboardOpen chart