AI IQ
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Knowledge Work

A bird's-eye view of the dimension: the main IQ chart, the effective-cost frontier, and the benchmark charts that feed it.

Knowledge Work IQ Bell Curve
Knowledge Work IQ Bell Curve
Each model's estimated Knowledge Work IQ, placed on a standard normal IQ distribution.

How to read this chart

Models are placed on a standard IQ-style distribution using Knowledge Work IQ. Higher scores appear farther to the right.

Benchmarks in this dimension

GDPval-AA v2.1 normalized scoreAA-Briefcase v1.1 EloAutomationBench-AAGDP.pdfEnterpriseOps-Gym-AAAA-AnalystAgent
Knowledge Work IQ vs Cost
Knowledge Work IQ vs Cost
Each model's estimated Knowledge Work IQ against its effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).
Controls:
Knowledge Work1:1Cost

How to read this chart

Each point is a public model. The chart compares Knowledge Work IQ against Effective Cost (per 1M I/O Tokens), with color showing the model provider.

Data sources
Artificial AnalysisARC PrizeVals Index v2 Cost per TestVals.aiArtificial AnalysisArtificial Analysis
Benchmarks In This Dimension
GDPval-AA v2.1 normalized score Scores
Exact AA v4.3.2 model/configuration; never substitute older benchmark versions. Contributes to Knowledge Work using a provisional calibrated scale.

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
Artificial Analysis
Data updated Oct 5, 2026
AA-Briefcase v1.1 Elo Scores
Exact AA v4.3.2 model/configuration; never substitute older benchmark versions. Contributes to Knowledge Work using a provisional calibrated scale.

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
Artificial Analysis
Data updated Oct 5, 2026
AutomationBench-AA Scores
Exact AA v4.3.2 model/configuration; never substitute older benchmark versions. Contributes to Knowledge Work using a provisional calibrated scale.

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
Artificial Analysis
Data updated Oct 2, 2026
GDP.pdf Scores
Exact AA v4.3.2 model/configuration; never substitute older benchmark versions. Contributes to Knowledge Work using a provisional calibrated scale.

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
Artificial Analysis
Data updated Oct 2, 2026
EnterpriseOps-Gym-AA Scores
Strict success on 1,117 oracle-mode enterprise workflows, graded against final database state using AA’s Stirrup harness. Contributes to Knowledge Work using a provisional calibrated scale.

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
Artificial Analysis
Data updated Sep 29, 2026
AA-AnalystAgent Scores
Quantitative analysis from spreadsheets and documents. Headline pass^5: correct on every one of five attempts, not pass@5. Contributes to Knowledge Work using a provisional calibrated scale.

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
Artificial Analysis
Data updated Sep 29, 2026