Use cases

Built for how you actually work.

See how teams go from hard problem to working solution.

Startups

MVP development

Go from napkin sketch to working prototype. Capture your vision, let AI generate the architecture, and build your first version in days instead of months.

  • System design in minutes
  • Auto-generated data models
  • Visual app builder for rapid UI
Product Management

Product roadmap planning

Structure product thinking from ideas through solutions to features. Track everything in one workspace with full traceability.

  • Idea → Solution → Feature pipeline
  • AI-assisted prioritization
  • Progress dashboards and reports
Enterprise

System architecture design

Generate and document system architectures with AI. Produce CMDB entries, Mermaid diagrams, and ADRs automatically.

  • Auto-generated architecture diagrams
  • CMDB population from descriptions
  • Architecture decision records
Internal Tools

Internal tool builder

Build admin panels, dashboards, and back-office tools with the visual builder. Connect to your data models and deploy internally.

  • Drag-and-drop page builder
  • Role-based access control
  • Deploy to cloud or run locally
SaaS

Analytics dashboard

Create real-time dashboards and reporting tools for your SaaS product. Track KPIs, user metrics, and business health.

  • Built-in charting components
  • Live data binding
  • Exportable reports
SaaS

AI agent workflows

Design and deploy AI agents that understand your product context. Automate spec writing, code reviews, and customer support.

  • Custom agent configuration
  • Context-aware conversations
  • Tool and API integration
Enterprise

Team collaboration hub

Cloud workspaces with real-time sync, role-based access, and live updates. Keep distributed teams aligned on product decisions.

  • Real-time SignalR updates
  • Workspace-level permissions
  • Audit trail for changes
Internal Tools

Inventory & operations

Track inventory, manage purchase orders, and monitor warehouse operations. Build custom operational tools tailored to your business.

  • Custom entity types
  • Relationship mapping
  • YAML export for integration
SaaS

Subscription platform

Build subscription-based products with Stripe integration, user management, and tiered access control.

  • Stripe checkout integration
  • License and tier management
  • Usage tracking dashboards
Something else in mind?

Have a different use case?

Violet thinks with you, then does the work. Describe the problem and start building.