Atlas

Benchmarks

Cua Driver Bench v2 (macOS, foreground)

Cua

Cua's Cua Driver Bench v2 on macOS 26 with the desktop to the agent: ten desktop tasks (three multi-app workflows, three precision interactions and four interruptions) done only through a computer-use driver's tools, with no shell or file access. A trial passes when the task's checker confirms the apps' final state and no route out of the GUI was used; each task runs five seeded trials and the rate is passes over trials.

Models
4
Top score
88.0
Leader
Claude Opus 5.5
Updated
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Resolution
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Saturation
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No signal or difficulty estimate. Held out of the fit by design.

4 dated models · 1 frontier modelsClosed weightsOpen weights
Data: Scale AIatlas.village.dev
#ModelSettingScoreSource
1Claude Opus 5.5— · Cua Driver Bench on AgentEnv; Claude Code 2.1.280 with no --effort passed and its built-in tools limited to Skill and Read; trycua's cua-driver MCP tools alone; 45 turns and 360 seconds per trial
88.0
2Claude Sonnet 5.5— · Cua Driver Bench on AgentEnv; Claude Code 2.1.280 with no --effort passed and its built-in tools limited to Skill and Read; trycua's cua-driver MCP tools alone; 45 turns and 360 seconds per trial
78.0
3Claude Haiku 5.5— · Cua Driver Bench on AgentEnv; Claude Code 2.1.280 with no --effort passed and its built-in tools limited to Skill and Read; trycua's cua-driver MCP tools alone; 45 turns and 360 seconds per trial
76.0
4GPT-6.1 Solmedium · Cua Driver Bench on AgentEnv; Codex CLI 0.147.0 with every built-in Codex tool off; trycua's cua-driver MCP tools alone, whose screenshots Codex doesn't pass to the model; stopped after 45 tool calls or 360 seconds per trial
60.0
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