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 $499/mo (M365 write/config + Engineered Action Gates), AI Proxy Pro Operator $549/mo (8/8 layers logged on any LLM), AI Proxy Agency Operator $1,099/mo (8/8 layers blocking + multi-tenant). Copilot Pro $499 and AI Proxy Pro Operator $549 are different products at different prices.
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 signed decision record 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. signed decision records 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 signed decision records.
- MCP Protocol Governance — Govern MCP tool calls under the same enforcement layer with audit proof.
- signed decision records — Every enforcement action gets a unique, tamper-evident audit ID for compliance evidence.
- AI Cost Proxy ($549 / $1,099) — 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.
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