Compute Comparison

Best LLM for Computer Use & GUI Automation (2026)

Computer Use

Best LLM for Computer Use & GUI Automation (2026)

Computer use models can control desktop interfaces — clicking, typing, navigating applications, and completing multi-step tasks in real operating system environments. This capability enables a new class of automation: RPA-style workflows driven by natural language instructions rather than brittle scripts.

Top picks for computer use

Best overall computer use
claude-opus-4-5
Anthropic

Highest OSWorld score (83/100) and BrowseComp score (91/100). Anthropic's computer use API is the most mature in production, with screenshot understanding, cursor control, and keyboard input. Best for complex multi-step desktop automation.

Best value for automation
claude-sonnet-4-5
Anthropic

OSWorld 78/100 at 5× lower cost than Opus. For most automation tasks, Sonnet 4.5 delivers near-Opus performance. Recommended starting point before scaling to Opus.

Best for web research automation
claude-opus-4-5
Anthropic

BrowseComp 91/100 — highest web browsing and research automation score. Can navigate complex multi-step web research tasks, fill forms, and extract structured data from websites.

Best reasoning for automation
o3
OpenAI

OSWorld 62/100 with strong multi-step planning. Best for automation tasks that require complex reasoning about UI state and decision trees before acting.

Model comparison — computer use

0 models
S = Supported (diverse direct evidence)P = Partial (some direct, some interpolated)E = Estimated (extrapolated)R = Reasoning model · OSS = Open weights

Which model for which task?

Desktop application automation
Claude Opus 4.5 or Claude Sonnet 4.5

Anthropic's computer use API is the most mature. Both models can control desktop apps via screenshot + action loops. Start with Sonnet 4.5 for cost efficiency.

Web scraping & form filling
Claude Sonnet 4.5

BrowseComp 82/100 at a fraction of Opus cost. Handles multi-step web navigation, form filling, and data extraction reliably for most production use cases.

Complex multi-step workflows
Claude Opus 4.5

For workflows spanning multiple applications, requiring complex decision-making, or with high error costs, Opus 4.5's superior reasoning and reliability justify the cost premium.

High-volume simple automation
Claude Haiku 3.5 (with human oversight)

For simple, well-defined automation tasks (e.g., data entry, form submission), Haiku 3.5 reduces cost significantly. Requires more robust error handling and human-in-the-loop for edge cases.

Frequently asked questions