Trust Scores and Attestations: Deciding Which Agents to Trust
Learn how agent trust scores combine behavioral signals, compliance state, and cryptographic attestations into an auditable dispatch gate for AI agents.
AI agent security, identity, governance, cost, and the engineering behind the control plane.
Learn how agent trust scores combine behavioral signals, compliance state, and cryptographic attestations into an auditable dispatch gate for AI agents.
A practical FinOps loop for agentic AI: attribute token and tool costs, set multi-level budgets, trigger alerts early, and enforce hard spend limits.
Signed webhook verification, idempotent handlers, reconciliation, and a dunning state machine are the four layers that keep billing state correct.
Per-connection usage tracking attributes every AI request and dollar to its source, enabling accurate chargebacks, capacity planning, and anomaly detection.
How AI marketplaces track MRR, ARR, and per-agent earnings, and manage partner payouts — the outbound money flow that billing dashboards miss.
How Praesidia's budget policies enforce hard spend caps: scoped policies, graduated threshold actions, and reservation accounting that stops overruns.
A prepaid credit ledger with per-agent usage records gives you real-time visibility into AI spend and a hard gate that stops agents before they overspend.
How subscription plans, metered usage, invoices, and enterprise contracts fit together so AI token and tool costs map cleanly to billing.
How splitting user self-service from admin controls reduces the attack surface of an AI platform and keeps account hygiene manageable at scale.
Per-org security policies let tenants enforce password complexity, session timeouts, MFA mandates, and IP allow-lists — enforced server-side on every request.
Fine-grained RBAC and custom roles let AI operations teams enforce least privilege across agents, workflows, and security settings — without admin grants.
Teams add a functional access layer beneath org roles: scoping agents, enforcing per-team budgets, and integrating SCIM for automated provisioning.
How multi-tenant org isolation protects AI agents and data, with invite flows, role lifecycle, and layered enforcement that prevents cross-tenant data leakage.
SCIM 2.0 automates user lifecycle for AI platforms — collapsing the access-change window from days to minutes and enforcing token revocation on deprovision.
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.
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.
How TOTP and backup codes protect AI control planes from credential theft, plus forced enrollment, step-up auth, and replay prevention.
How a unified identity layer authenticates users, apps, AI agents, and MCP servers through one front door with MFA, scoped credentials, and audit logging.