AI FinOps
Subscriptions, Invoices, and Contracts for AI Platforms
How subscription plans, metered usage, invoices, and enterprise contracts fit together so AI token and tool costs map cleanly to billing.
Blog
Insights & updates
AI agent security, identity, governance, cost, and the engineering behind the control plane.
Identity & Access
User Account Self-Service and Admin Controls
How splitting user self-service from admin controls reduces the attack surface of an AI platform and keeps account hygiene manageable at scale.
Identity & Access
Security Policies: Passwords, Sessions, and IP Restrictions
Per-org security policies let tenants enforce password complexity, session timeouts, MFA mandates, and IP allow-lists — enforced server-side on every request.
Identity & Access
RBAC and Custom Roles for AI Operations
Fine-grained RBAC and custom roles let AI operations teams enforce least privilege across agents, workflows, and security settings — without admin grants.
Identity & Access
Organizing Access with Teams
Teams add a functional access layer beneath org roles: scoping agents, enforcing per-team budgets, and integrating SCIM for automated provisioning.
Identity & Access
Multi-Tenant Organizations and Membership
How multi-tenant org isolation protects AI agents and data, with invite flows, role lifecycle, and layered enforcement that prevents cross-tenant data leakage.
Identity & Access
Automating User Lifecycle with SCIM 2.0
SCIM 2.0 automates user lifecycle for AI platforms — collapsing the access-change window from days to minutes and enforcing token revocation on deprovision.
Identity & Access
Single Sign-On for AI Agent Management: SAML and OIDC
How enterprise SSO with SAML and OIDC maps IdP identities into org-scoped access for AI platforms — and why federated authentication matters for AI tooling.
Identity & Access
Passkeys and WebAuthn for AI Platforms
Passkeys eliminate phishing risk on AI control planes by binding credentials to the device. How the WebAuthn ceremony works and what to verify in any platform.
Identity & Access
MFA for AI Control Planes: TOTP and Backup Codes
How TOTP and backup codes protect AI control planes from credential theft, plus forced enrollment, step-up auth, and replay prevention.
Identity & Access
How Praesidia Authenticates Apps, Agents, and MCP Servers
How a unified identity layer authenticates users, apps, AI agents, and MCP servers through one front door with MFA, scoped credentials, and audit logging.