Platform Architecture
Teams that
don’t compromise.
Enterprise-grade security, sub-second performance, and infinite scalability — engineered into every layer. Not bolted on.
PostgreSQL. Prisma. Better Auth. Zustand. Anthropic Claude.
Security Layer
Security & Access Control
Organization-based multi-tenancy — Every team gets isolated data. Org boundaries enforced at the database level with foreign key constraints.
Role-based access control — Four roles: Owner, Admin, Member, Viewer. Permissions enforced server-side, never client-side.
AI Guardrails — Input sanitization, PII detection, profanity filtering, output validation with Zod schemas. Every prompt passes through guardrails before reaching the model.
Credential isolation — Data source API keys stored per-user with encrypted references. Your keys never leave your org boundary.
Sarah Chen
sarah@company.com
Marcus Johnson
marcus@company.com
Elena Rodriguez
elena@company.com
Tom Williams
tom@company.com
Performance & Caching
Intelligent caching — TTL-based LRU with stale-while-revalidate. Fresh data served instantly, background revalidation keeps caches warm.
Agent-specific TTLs — Anomaly detector refreshes every 60 seconds. Forecaster caches for 10 minutes. Each agent tuned for its data pattern.
Streaming responses — Server-Sent Events for real-time AI chat. Chunks arrive as they’re generated — no waiting for full responses.
Optimized builds — Standalone output, vendor code splitting, image optimization via Sharp. 8GB memory allocation for complex builds.
Cached
23ms
Fresh
1.2s
Active entries
Memory usage
12 / 50 MB
Revalidation queue
8 entries
Data Layer
Production-grade database infrastructure
Type-safe access and zero N+1 queries engineered into every layer.
PostgreSQL
Production-grade relational database. UUID primary keys, JSON columns for flexible config, comprehensive indexes on every foreign key. No eventual consistency surprises.
Prisma ORM
Type-safe database access with generated client. Schema-first design, automatic migrations, relation loading without N+1 queries.
30+ API Providers
Pre-seeded connector catalog spanning weather, finance, crypto, sports, health, government data, and more. Six authentication types supported. Auto-discovery matches your query to the right API.
AI Layer
AI Infrastructure
Claude Sonnet 4 — Anthropic’s latest model powering all 16+ agents. Agent-specific temperature and token limits tuned per task.
Orchestrator routing — Pattern-based routing with confidence scoring. The system understands query intent across 9 types: compare, track over time, forecast, correlate, rank, and more.
Working memory — User preferences and conversation context persist across sessions. The system learns how you work.
Knowledge graph — API metadata cached and indexed for sub-second discovery. 21 primary domains, 150+ significant terms.
Natural language input
9 query types classified
21 domains, 150+ terms
30+ providers matched
Best visualization selected
Production-ready component
Visual Language
Design System
Perceptually uniform color science, accessibility patterns, and a comprehensive component library.
OKLCH Color Science
Perceptually uniform color space. 8 chart colors engineered for maximum differentiation. Zero chroma for UI surfaces — pure black and white.
Accessibility Patterns
8 SVG fill patterns (diagonal, dots, crosshatch, horizontal, vertical, dense dots, waves, diamonds) ensure charts are readable without color.
Component Library
Radix UI primitives, Recharts wrappers, shared utilities. Every component tested for keyboard navigation, screen readers, and responsive design.
Developer Experience
Modern tooling, type safety everywhere, and instant feedback loops.
Turborepo monorepo
Parallel builds, incremental caching, shared packages. One command to dev, build, lint, or test everything.
Type safety
TypeScript strict mode everywhere. Zod validation at system boundaries. Prisma generates typed database clients. No any in production.
Tailwind v4
OKLCH-native design tokens. Custom theme with fonts (Geist Sans, Mono, Pixel), surfaces, borders, and animation durations — all type-checked.
By The Numbers
Infrastructure at a glance
Enterprise-scale infrastructure built for real-time performance and infinite growth.
16+
Specialized AI agents
30+
Pre-seeded data connectors
50+
Visualization types available
4
Granular access roles
500
In-memory LRU cache entries
< 50ms
Cached response latency
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See the platform in action
Built for production from day one. Enterprise security, real-time performance, and AI that learns from your data.
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