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
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
Knowledge work

Line-of-business data with custom objects

Model the records your business actually runs on — accounts, cases, shipments, whatever the line needs — as custom objects. Violet helps define the shapes, keep relationships straight, and work the data without starting from a blank spreadsheet.

  • Custom objects for line-of-business records
  • Relationships between the objects you define
  • Work the data in the same place as the rest of the problem
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
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
Internal Tools

Support runbooks

Turn messy incident notes into a runbook you can reuse. Violet drafts the steps, fills gaps from past chats, and saves what worked as a Skill.

  • Steps written from real incidents
  • Gaps filled from past chats and docs
  • Saved as a Skill for the next outage
Internal Tools

Weekly ops digest

Pull logs, spreadsheets, and status notes into one digest. Violet analyzes the week and leaves you with a report you can send.

  • Spreadsheet and log analysis
  • Plain-language summary
  • Ready-to-send report
Internal Tools

Internal knowledge pages

Turn tribal knowledge into something the next person can find. Violet works through docs and past chats, then writes the page.

  • Knowledge base from documents and past chats
  • Written in your team's language
  • Updated when the process changes
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.