Skywork Desktop AI Agent on Windows: Hands‑On Review and Real‑World Use Cases

Skywork, a Chinese AI startup, launched a Windows desktop version of its AI agent in early 2026, positioning it as a competitor to Anthropic's Claude Cowork, which primarily targets macOS users. The author, an avid user of various AI agents, installed the Windows client to assess its real‑world capabilities.

Test Scenarios

Gather recent AI‑related news and rank them by importance.

Organize a mixed folder of documents, rename files by project and type, and extract contract files.

Research a budget‑friendly PC (¥10,000‑¥20,000), generate a recommendation report, and convert it to PDF.

Scenario 1: AI News Aggregation

After receiving the command, Skywork performed several web searches, collected enough articles, and sorted them by relevance. The process involved four to five search rounds before presenting a concise list of key news items.

Scenario 2: File Organization

When asked to reorganize a folder, Skywork did not rely on simple file‑extension sorting. It invoked a “document expert” and a “general expert” to analyze content, then automatically created multiple sub‑folders and placed files accordingly—all within two minutes.

The renamed folders were clean and well‑structured, making the documents easy to locate.

Scenario 3: PC Purchase Research and PDF Generation

The agent searched the market for computers within the specified budget, compiled a comparative report, and used the Python reportlab library to generate a PDF. The PDF was saved to the workspace, and a summary outline was displayed for the user to download.

The generated PDF appeared in the originally selected folder, confirming the end‑to‑end workflow.

Comparison with Claude Cowork

Skywork’s strengths over Claude Cowork include:

Windows‑native coverage: Optimized for Windows, handling local files smoothly, whereas Claude Cowork focuses on macOS.

Multi‑model “Auto” mode: Simultaneously supports Claude 4.5 and Gemini 3 Pro, delegating complex logic to Claude and visual/multimodal tasks to Gemini, achieving a good speed‑quality balance.

100+ built‑in skills: Ready‑to‑use functions ranging from Office automation to podcast generation, covering most long‑tail office needs.

High‑quality media generation: Capable of creating wallpapers, PPT slides, and videos with fine detail.

Local VM isolation: All operations run inside a virtual machine on the user’s device, eliminating cloud uploads, reducing data‑leak risk, and protecting original files from accidental loss.

Pricing and Availability

Skywork Desktop can be purchased from skywork.ai. A Basic membership costs $19.9 per month, while a Plus membership is $49.9 per month, offering higher usage limits. The download link is http://skywork.ai/desktop.

Conclusion

The author finds Skywork Desktop AI to be a “stress‑free” solution that actively adapts to the operating system, proactively explores local data, and provides deep contextual understanding of projects, making it a compelling alternative for Windows users seeking an integrated AI assistant.