FrontierSWE

A bird's-eye view of the benchmark: what it measures and every AI IQ chart built on it.

About FrontierSWE

FrontierSWE tracks software-engineering capability at the edge of human performance using its Dominance metric. The efficiency view compares each published model-plus-harness configuration with effective cost.

FrontierSWE Cost Efficiency
FrontierSWE Dominance versus runtime effective cost. Explicit reasoning and nonreasoning variants are connected; other published configurations remain standalone points. Color = provider.

How to read this chart

This chart compares source-backed FrontierSWE configurations with runtime effective cost. Multiple reasoning levels for the same model are connected; models with one available level remain standalone points. Up and to the left is better.

FrontierSWE Scores
FrontierSWE leaderboard tracking for software-engineering skill at the edge of human ability. Color = provider.

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
FrontierSWE vs Effective Cost
X = effective cost (log). Y = FrontierSWE Dominance. Color = provider.
Controls:
FrontierSWE1:1Cost

How to read this chart

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