---
title: "Agent Assurance | AimRank"
url: https://www.aimrank.io/products/agent-assurance/
description: "Give an AI agent authority without giving up control - guardrails, action audit, full-context replay, and a kill-switch that actually kills. Operate delivers it bespoke today; this is the packaged build. Sprint build, waitlist open."
language: en
updated: 2026-10-09
---

[Products · Sprint Build · Risk & Compliance](https://www.aimrank.io/products/)

NEW - SPRINT BUILDSTAGE 5 · BEHIND OPERATEPACKAGED BUILD IN DEVELOPMENT · WAITLIST OPEN

# Agent Assurance

Give an AI agent authority without giving up control - guardrails, action audit, full-context replay, and a kill-switch that actually kills. Operate delivers it bespoke today; this is the packaged build.

bespoke today through Operate · packaged pricing announced at launch, waitlist locks founding terms

## How it will work

The Four Guarantees were built for predictions. Agents act - so the trust layer moves from "is this answer right?" to "is this action allowed, logged, and reversible?"

01

### Define the authority

What may the agent read alone (🟢), write only inside a declared envelope (🟡), and never touch (🔴)? Writes never go green. Consequence-gated autonomy, written as policy - not vibes in a prompt.

02

### Wrap every tool in the gate

Each tool call passes the policy layer before execution. The agent can't discover a path around it - the gate is infrastructure, not instruction.

03

### Trace everything, replay anything

Every action lands in a tamper-evident ledger with full context - any run reconstructable for an auditor, step by step, with the inputs and the verdict that produced it.

04

### Evaluate trajectories, not answers

Task success, tool-choice quality, safety adherence (pass^k) - and behavioural drift caught at the gate when models update underneath the agent.

## Methodology reference

The published method this build is based on, and what it did in production.

**NVIDIA** open-sourced NeMo Guardrails to wrap LLM agents in programmable input, dialog and output rails.

Programmable agent guardrails · as reported by [NVIDIA ↗](https://github.com/NVIDIA-NeMo/Guardrails)

Referenced for methodology only. AimRank is not affiliated with, endorsed by, or a customer of these companies; each links to its own public source. Sources last checked September 2026.

## The Four Guarantees™ - lifted to the agent layer

### Measured value

Eval the decision and its outcome - task success, right tool, worth of the action - not a single prediction's accuracy.

### Defensible

Action tracing + decision logs + a tamper-evident record of every act - replay for a regulator, not per-row SHAP.

### Self-improving

Behavioural drift alerts the moment quality slips; the agent learns from its own trajectories under eval-gated, human-approved promotion - capability compounds, regressions get caught.

### Yours & everywhere

The toolbelt stays portable and owned - MCP surfaces with tiered access (🟢 read, 🟡 gated write, 🔴 never), replayable inside your own infrastructure.

## Where it stands - honestly

**Queued** sprint build: the waitlist hears the date first, and no number is published before the eval gate runs

**🟢🟡🔴** three gate levels - consequence decides autonomy, not convenience

**100%** of actions logged and replayable with full context - by design, not by promise

**0** performance claims until agent evals run on real workloads

**Autonomy without assurance is recklessness - including ours.** This page is the packaged, productised version of the Agent Assurance that Operate delivers bespoke today. The package is next in the sprint queue; until its own trajectory evals pass, this page makes no performance claims for it. The thesis stands regardless: the more agentic the world gets, the more valuable the gate - trust, not capability, is what blocks enterprise agents today. The package is built to the same standard as everything else in the catalog.

**Waitlist terms:** founding users get launch pricing locked, first onboarding slots, and a say in which agent frameworks we gate first. No payment, no commitment.

## Hand over the keys. Keep the kill-switch.

Join the waitlist for the packaged build - one email when its evals exist, one when your onboarding slot opens. Need it sooner? Operate scopes it bespoke on a call.

No commitment · GDPR-consented · your agents, your infrastructure