# ReadyForAI Overview

## Summary

ReadyForAI builds enterprise digital workforce infrastructure to govern teams of digital workers at scale across Claude Code, Codex, Grok, and mainstream SDK Agents; the governance loop is one layer of this infrastructure, covering observability, audit, and continuous improvement.

## What problem this solves

When multiple AI Agents run across different frameworks and scenarios, organizations often lose control over visibility, workflow control, approvals, and decision support. ReadyForAI orchestrates an end-to-end governance loop to keep Agent teams observable, auditable, and open to intervention.

## When this is relevant

- Multiple Agents (≥ 5) in production, often across frameworks
- Compliance, approval, or audit requirements
- Need for private deployment without LLM or framework lock-in

## When this is not enough

- Single Agent or exploratory pre-PoC stage (no governance needed)
- Algorithm-level AI model risk management (use an AI GRC platform)
- Pure observability only (LangSmith / Langfuse may be enough)

## How ReadyForAI addresses it

- NodalOS (overview only on this site): Heterogeneous multi-Agent hosting platform and governance substrate (OS layer) — full documentation at https://nodalos.org
- AULO: One workspace for human–Agent work: inbox, conversations, council, and governance actions
- HarnessServer: Context delivery and capability distribution component for Agent host environments
- HeronSentry: Standalone AI Agent observability plane: tracing, costs, alerts, and performance analysis
- LarkScout: Enterprise knowledge platform for AI Agents
- OwlAudit: AI Agent compliance audit and human-in-the-loop (HITL) governance
- PathPilot: AI Agent task execution control plane
- PrismCouncil: Strategic decision council for Agent governance

## Suggested next questions

- Comparison with Alternatives: see /en/agent/use-cases/comparison.md
- Agent Governance Diagnosis: see /en/agent/use-cases/governance-diagnosis.md
- Existing Architecture Integration Assessment: see /en/agent/use-cases/integration.md
- Private Deployment & Security Boundaries: see /en/agent/use-cases/private-deployment.md
- Complete Product Governance Loop: see /en/agent/use-cases/product-overview.md