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PLATFORM CORE ARCHITECTURE

The enterprise operating system for autonomous AI employees.

Built from the ground up for high reliability, deterministic evaluation, deep execution observability, and native Model Context Protocol (MCP) tool connectivity.

Central Control Plane

AI Workforce Orchestration

Deploy, coordinate, and scale teams of specialized AI employees.

A unified operating system for your digital workforce. Assign goals, define cross-agent handoffs, manage unified context memory, and govern permissions from one intuitive pane.

Key Architectural Features
  • Dynamic multi-agent team assembly based on complex user goals
  • Shared persistent memory graph across all enterprise employees
  • Instant rollback and revision history for every agent action
  • Role-based access control (RBAC) and team isolation
Fleet Capacity
10,000+ Agents
P99 Execution Latency
< 850ms
Uptime SLA
99.99%
AI Workforce Orchestration

AI Workforce Orchestration

Deploy, coordinate, and scale teams of specialized AI employees.

Deploy Module →
Full Transparency

Deep Observability & Tracing

Inspect every step, tool call, token, and decision in real-time.

No black boxes. View high-fidelity execution trees for every task. Trace LLM prompts, tool inputs/outputs, model latency, and token costs with millisecond precision.

Key Architectural Features
  • Interactive flamegraphs for multi-step agent reasoning chains
  • Real-time token cost and model consumption telemetry
  • Full payload recording with PII scrubbing before storage
  • Live event streaming via Server-Sent Events (SSE)
Trace Retention
90 Days Full Fidelity
Telemetry Overhead
< 2ms
PII Detection
Real-Time Regex & NER
Deep Observability & Tracing
👁️

Deep Observability & Tracing

Inspect every step, tool call, token, and decision in real-time.

Deploy Module →
Quality Assurance

Deterministic Evaluation

Ship autonomous agents with 100% confidence using automated test suites.

Benchmark your AI employees before deploying them to production. Run golden datasets, test edge cases, score output accuracy with automated LLM judges, and detect regressions automatically.

Key Architectural Features
  • Automated golden dataset benchmark runner with 100+ assertions
  • Deterministic output scoring against brand guidelines and schemas
  • Cost vs accuracy tradeoff matrix for model switching
  • Automated CI/CD integration for GitHub Actions
Test Assertions
250+ Built-in
Benchmark Speed
50 tests / min
False Positive Rate
< 0.01%
Deterministic Evaluation
🎯

Deterministic Evaluation

Ship autonomous agents with 100% confidence using automated test suites.

Deploy Module →
Continuous Operations

Event-Driven Automation

Trigger AI employees on schedules, webhooks, or system signals.

Move beyond manual chat prompts. Configure your workforce to execute autonomously on recurring cron schedules, incoming webhook payloads, or database change streams.

Key Architectural Features
  • Cron expressions with second-level precision
  • Inbound webhook ingestion with signature verification
  • Kafka, RabbitMQ, and AWS SQS event stream adapters
  • Dead-letter queues and exponential backoff retry policies
Concurrent Jobs
50,000+
Trigger Jitter
< 15ms
Reliability
At-least-once delivery
Event-Driven Automation
⚙️

Event-Driven Automation

Trigger AI employees on schedules, webhooks, or system signals.

Deploy Module →
Tool Connectivity

Model Context Protocol & Ecosystem

Connect AI employees to 100+ SaaS tools, databases, and APIs.

Built on the open Model Context Protocol (MCP) standard. Seamlessly attach CRM systems, databases, cloud providers, productivity tools, and custom internal microservices.

Key Architectural Features
  • Native Model Context Protocol (MCP) server & client support
  • Out-of-the-box connectors: Slack, Salesforce, HubSpot, Stripe, GitHub, Postgres
  • Secure zero-trust secret management with HashiCorp Vault integration
  • Sandboxed Docker and WebAssembly execution runtimes
Supported Connectors
100+ MCP Servers
Auth Standards
OAuth 2.0, mTLS, JWT
Security Sandbox
gVisor Isolated
Model Context Protocol & Ecosystem
🔌

Model Context Protocol & Ecosystem

Connect AI employees to 100+ SaaS tools, databases, and APIs.

Deploy Module →