AI IQ
Subscribe

Code Migration Scores

Full standalone benchmark: 120 CLI migrations across 30 repositories plus 10 COBOL-to-Java repositories, weighted 75/25. Hidden behavioral test pass rate; not the Vals Index subset. Contributes to Software Engineering using a provisional calibrated scale.

Code Migration Scores
Code Migration Scores
Full standalone benchmark: 120 CLI migrations across 30 repositories plus 10 COBOL-to-Java repositories, weighted 75/25. Hidden behavioral test pass rate; not the Vals Index subset. Contributes to Software Engineering 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
Code Migration
Data updated Sep 22, 2026
Code Migration vs Effective Cost
Code Migration vs Effective Cost
X = effective cost (log). Y = Code Migration. Full standalone benchmark: 120 CLI migrations across 30 repositories plus 10 COBOL-to-Java repositories, weighted 75/25. Hidden behavioral test pass rate; not the Vals Index subset.
Controls:
Code Migration1:1Cost

How to read this chart

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

Data sources
Artificial AnalysisARC PrizeVals Index v2 Cost per TestVals.aiCode Migration
CoreIQ Bell CurveEach model's estimated IQ, placed on a standard normal IQ distribution.Data: ARC Prize, Epoch AI FrontierMath, ProofBench 1.1 +24 moreOpen chartCoreIQ vs EQX = diagnostic EQ. Y = IQ. Color = model provider.Data: EQ-Bench 4 Elo, EQ-Bench 3, AttuneBench +27 moreOpen chartCostIQ vs Effective CostEach model's estimated IQ against its effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).Data: AI IQ methodologyOpen chartCoreIQ Over TimeEach model's estimated IQ by release date. Step-lines connect each provider's flagship models over time.Data: ARC Prize, Epoch AI FrontierMath, ProofBench 1.1 +24 moreOpen chartCoreIQ vs EQ vs Cost in 3D3D scatter: X = diagnostic EQ, Y = IQ, Z = effective cost (log). Color = provider. Drag to rotate.Data: Artificial Analysis, ARC Prize, Vals Index v2 Cost per Test +1 moreOpen chartResponse TimeIQ vs Completion Time vs Cost in 3D3D scatter: X = completion time (time to last token, TTLT; log, faster to the right), Y = IQ, Z = effective cost (log). Color = provider. Drag to rotate.Data: Artificial Analysis, ARC Prize, Vals Index v2 Cost per Test +1 moreOpen chart