← Back to Insights
FEBRUARY 2026 • 10 MIN READ

How to Evaluate Whether an AI Agent Is Safe for Client-Facing Work

By ·

Most AI vendors will tell you their system is “enterprise ready” or “governed.” Very few can actually prove it under pressure.

The Evaluation Framework I Use

When assessing any AI system for professional services use, I run it through five non-negotiable tests:

  1. Can it violate your standards without you knowing?
  2. Can you reconstruct exactly why it made any given decision?
  3. Does it improve over time, or does it slowly drift?
  4. What happens when it encounters something genuinely novel?
  5. Who is ultimately responsible when it gets something important wrong?

If the answers to these questions are vague or rely on “human review at the end,” the system is not governed — it is assisted.

The Dangerous Illusion of Control

Many firms believe that because a human reviews the final output, risk is contained.

This only works when the volume is low. As soon as you scale, review becomes performative. People start trusting the system more than they should.

Real governance removes the possibility of certain classes of failure before the output is ever generated.

The firms that will win are those that can confidently answer the five questions above with evidence, not marketing slides.
SERVICES

Book time with me

Choose the conversation that matches where you are. All calls are 30–45 minutes and recorded for your reference.

Free 30-min Strategy Call

Exploratory

Brand & AI Readiness Audit

$2,750 AUD · + GST · 5–7 days

High-signal entry point. Deep review of your current web presence, workflows, brand assets & AI readiness. Credited in full toward any project.

AI-Powered Professional Website

$16,500 AUD · + GST · 4–6 weeks

Strategy-led custom site with embedded intelligence. Not a template. Built on your Brand Purpose.

Focused Agentic System

$24,000 AUD · + GST · 6–9 weeks

One powerful autonomous agent with memory, tools, and your voice as a governed contract. Production-ready.

Governed Multi-Agent Workflow

$52,000 AUD · + GST · 10–14 weeks

3–6 coordinated agents for an entire business function.

AI Visibility Clean-up

On quote, depends on the profile. Quick Fix — 2 hours; Full Clean-up — 8 hours; Ongoing Visibility — monthly retainer

Digital footprint clean-up for AI and search recommendations. For founders, executives and consultants whose story is scattered or out of date online. We audit how AI assistants and search engines see you, then fix it: one verified bio and headline across your website, LinkedIn and social profiles; evidence attached (press, papers, credentials); structured data, llms.txt and sitemaps so AI tools and Google connect your profiles to you; and a before-and-after report. This improves the odds. It does not guarantee rankings or AI recommendations.

View Packages & Pricing

All figures in AUD. 50% deposit on signature. Milestone billing. Full IP ownership on delivery.

Monthly optimization retainers from $1,950. Larger or multi-brand programs quoted after Audit.