Designing an AI-Native Enterprise Organizational Model

Factory’s Organization Model is designed to help enterprises deploy AI development tools across complex, multinational, and regulated business structures while retaining centralized governance. It separates a centrally managed enterprise account, which handles billing, identity, and administration, from nested organizations that define operational boundaries for users, integrations, credentials, policies, model access, spending limits, and data residency. Organizations can mirror departments, regions, subsidiaries, projects, client delivery groups, regulated environments, or deployment stages, allowing groups with distinct security, compliance, residency, or access needs to operate independently under one commercial relationship. Enterprise administrators use the Enterprise Admin Console to create and oversee the hierarchy, manage SSO, SCIM directory synchronization, domain verification, deployments, usage, and organization-level controls without managing each group locally. The model supports configurations such as customer-hosted inference or bring-your-own-key access for sensitive workloads while allowing other teams to use Factory-managed models, aiming to scale AI-enabled software development without requiring companies to compromise existing governance structures.

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