The Intent Enforcement Layer for AI Execution — Pre-Execution Enforcement & Deposition-Proof Decision State IDs

AI Cost Ops — The Intent Enforcement Layer for AI Execution

The named anti-pattern we prevent: the AI-as-Conclusion failure — when a probabilistic AI output is treated as a deterministic conclusion with no verified human binding their identity to the decision at T=0. The same failure pattern in wrongful facial-recognition arrests and in autonomous agent breaches. Enforced across four tiers: Copilot Governance Starter $149/mo (M365 read-mostly + ACS pulse), Copilot Governance Pro $299/mo (M365 write/config + Engineered Action Gates), AI Proxy Pro Operator $299/mo (8/8 layers logged on any LLM), AI Proxy Agency Operator $599/mo (8/8 layers blocking + multi-tenant). Copilot Pro $299 and AI Proxy Pro Operator $299 share the price point but govern different surfaces — they are not substitutes.

Three imperatives for deploying AI in high-stakes environments: (1) probabilistic output is not proof — a similarity score, model confidence, or ranked suggestion is a lead, never an identification; (2) accountability gaps are not neutral — the absence of an enforced policy on AI a team actively relies on is itself a governance failure; (3) constitutional and regulatory thresholds apply to algorithms — probable cause, due process, and EU AI Act tiering do not relax because the actor is a model. AI systems cannot be sworn in, cross-examined, or held accountable on a witness stand — a Decision State ID is the cryptographic substitute, chain-linked, timestamped, and reconstructable in deposition.

Every AI action passes through 8 pre-execution gates that allow, pause, or block it against declared intent, capability, identity, and policy — before a token is generated. Decision State IDs prove what happened. Cost control (typically 20–40% spend reduction) is the byproduct.

Hard Budget Caps — Block API calls that exceed your per-client or per-model budget before tokens generate.
Tool & Action Governance — Approve, block, or audit every AI tool call before execution with Decision State IDs.
MCP Protocol Governance — Govern MCP tool calls under the same enforcement layer with audit proof.
Decision State IDs — Every enforcement action gets a unique, tamper-evident audit ID for compliance evidence.
AI Cost Proxy ($299 / $599) — Route, cache, and enforce AI spend across OpenAI, Gemini, Claude, and any LLM API.
Copilot Governance ($149) — Distinct product. Governs Microsoft 365 Copilot surface (oversharing, prompt abuse, sensitivity labels). 5 of 7 enforcement layers.
8 Pre-Execution Gates — Admissibility, Engineered Approval Gates, EU AI Act Tier Classifier (Tier 1–4), Intent Declaration Registry, Behavioral Drift Detection, Three-Decision Verdict (ALLOW / REQUIRE_APPROVAL / BLOCK), In-Execution Constraints on running agents, and Authorization Confidence Scoring (ACS).
Compliance Evidence — EU AI Act mapping, ISO/IEC 42001 exports, and cross-region data residency enforcement.

Get Started | See Live Demo | Deposition Proof