Our work

  • Built with coding agents

Factory management, rebuilt with coding agents

5× test coverage, six systems consolidated into one

Sector
Casting and manufacturing
Market
United States
Timeline
2026

5×growth in end-to-end test coverage

6 → 1systems consolidated

Real timecart visibility and quality enforcement

The challenge

Operators had no real-time view of carts on the floor, scrap was tracked after the fact, quality checks were on paper, and data sat in six disconnected systems.

What was built

  • A stage-pipeline dashboard with drag-and-drop cart movement
  • Quality checklists enforced at every stage transition
  • Scrap tracking with reason codes, photos and threshold alerts
  • Built-in analytics and integration with the casting cells

How it was built

  • Claude Code in the terminal and VS Code: Opus for planning and architecture, Sonnet for build and refactoring
  • End-to-end tests driven through Playwright MCP

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