---
title: "AI Evaluation, Governance & Security | Fusemachines"
description: "LLM and agent evals, red-teaming, guardrails and AI governance mapped to the EU AI Act and NIST AI RMF. Pass security reviews and ship safely."
url: https://fusemachines.com/ai-solutions/production-ai-and-agents/ai-eval-governance-and-security/
last_updated: 2026-10-06
---

For product & engineering · AI-driven product development

# AI Eval, Governance & Security

Prove your AI works, keep it safe and pass the reviews that stand between you and production.

Evaluation, guardrails and governance for models and agents, ready for security review and new AI regulation.

[Schedule a discovery call](https://fusemachines.com/contact/) [See case studies](https://fusemachines.com/success-stories/)

The Challenge

Teams ship AI on gut feel. Without test sets, red-teaming and a record of decisions, security reviews stall, regulators ask questions nobody can answer, and quality drifts unnoticed.

The release gate

## Nothing reaches production without passing the gate.

Frontend · release console

Engineer

GG

**Governance gate** · checking release

Backend · eval and policy pipeline

Inject

Eval scorecard

Amber tick = the bar a release must clear

gate.log

The governance stack Controls light up as the release above uses them.

Regulation and frameworks

Controls

**Your AI system** models · agents · data

What the agent does

## Live production evals, before your users notice.

Production monitor · support agentDay 30 of 30

Production scenario

**—** baseline —

Green band = normal range from the last 90 days · orange ring = eval alert

Live eval signals · alert at 0.25

Alerts and actions

Step-level eval · sampled run

Platforms we work with

## Mapped to the frameworks your reviewers ask about.

What stays the same

- Your models, vendors and cloud
- Your security team and approval process
- Your release schedule

What changes

- A test every release must pass
- Answers ready for security questionnaires
- A record of every AI decision that matters

### NIST AI Risk Management Framework

Risks identified, measured and managed across the AI lifecycle, with evidence kept for each step.

### ISO/IEC 42001

Policies, roles and controls for an AI management system, ready for certification if you want it.

### EU AI Act

Use cases classified by risk, with the documentation, logging and human oversight that high-risk systems need.

### Evaluation and observability tools

Test sets and tracing in the tools your engineers prefer, such as LangSmith, Arize or open-source options.

What the agent does

## From signal to action, with your team in control.

### Build the test set

Task-specific evaluations scored on accuracy, safety and cost, run before every release.

### Red-team and guard

Testing for prompt injection, data leakage and jailbreaks, with guardrails on inputs, outputs and tool calls.

### Govern and document

Model inventory, risk ratings, approvals and audit logs, mapped to the frameworks your reviewers use.

### Monitor in production

Quality drift and data shift alerts and a clear owner for each.

When to call us

## Signs this is the right time.

Find a problem you recognize on the left. Read across to see which solutions address it.

| If you're seeing... | We govern and secure your AI | We measure how well it works |

| An enterprise customer's AI security questionnaire | ✓ | ✓ |

| A board or regulator asking how AI decisions are made | ✓ |  |

| Quality complaints with no way to measure them |  | ✓ |

| The EU AI Act or a new state AI law applying to you | ✓ | ✓ |

## Take your AI from pilot to production.

Build, validate, and deploy AI that delivers real business impact.

[Schedule a discovery call](https://fusemachines.com/contact/)