SaaS control surfaces for metrics, agents, and approvals

For B2B products adding AI operations, appamass builds React and Vite dashboards with reusable UI patterns, real-time agent status, filters, empty states, and admin tools operators use every day.

  • Modular web software with reusable UI patterns and components for AI agents with React and Vite.

  • Scalable web applications built with React and Vite in TypeScript – modular, maintainable, and durable.

  • Focus on high-performance data handling, real-time communication, and reliable visualizations.

AI-Native SaaS Dashboard System

We develop high-performance and scalable web dashboards for easy control of your AI agent infrastructure.

What users see

Compact metric representations, interactive charts, and direct control features for AI processes.

How it works

Data streaming over WebSockets, type safety in TypeScript, and optimized rendering with React.

What remains controllable

Access rights remain controllable through strict role-based access control (RBAC) and granular logging of all system activities.

A first SaaS data advisor inside the dashboard

The first slice should improve one real metrics area: detect, explain, review, and only then act.

Make metrics and segments understandable

Metrics, segments, and time windows get clear definitions, readable display, and visible data sources.

Explain anomalies

Changes are shown with comparison values, possible causes, sources, and uncertainty.

Prepare actions

Recommendations become forms, tasks, or approvals users can correct and later compare with outcomes.

Related areas showing how mobile apps, React web systems, AI agents, and controllable automations fit together.

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