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Whitehot

AI Governance, Testing and Assurance

Make your AI safe, accurate and ready before it meets your customer, through governance frameworks, testing, red teaming, release gates and risk assurance.

Our Testing and Readiness services are run from Melbourne for Australian businesses.

AI your customers can trust

Michael Lowe, Principal, Data and AI, Whitehot.

Expert profile

Michael Lowe

Principal, Data and AI

Michael advises executive teams on where technology spending creates value and how to scale it, including in regulated industries. Over 25 years he has served clients across banking, insurance, telecommunications and shipping, among them UBS, AXA, Singtel and Wilhelmsen.

Commission our Testing and Readiness practice for AI evaluation, governance and release assurance, covering:

  • Pre-launch validation
  • Customer-facing AI
  • Red team
  • Output gating
  • Edge cases
  • Production hallucinations
  • AI go-live
  • Regulator scrutiny
  • Risk register
  • Board sign-off

AI governance and testing services

Ensure your AI deliverswhat customers want

Red Teaming

Adversarial testing modelled on your real customer interactions. We find the failures before your customers do, using the scenarios that actually matter to your business.

Output Gating

Automated controls that route high-risk responses to human review before they reach your customer. Confidence without exposure.

Testing every edge case: two colleagues map out unlikely scenarios on a glass wall.

Edge Case Testing

Validation drawn from your business reality, not generic vendor test suites. The situations that would cause real damage if they went undetected.

Human Assurance

Human judgement applied to everything that reaches your customer. Not spot checks. Not automated flags. Genuine oversight at the point that matters.

Checking readiness: colleagues have some fun and draw a smiley face through the AI Readiness assessment in sticky notes on the glass.

AI Readiness Assessment

Audit of data quality, infrastructure maturity, team capability and governance readiness before deployment.

Bias and Fairness Audit

Analysis of how your AI treats different groups of customers. With fixes for anything unfair, and monitoring so it stays that way.

Stress Test Report

Performance analysis under peak demand, adversarial inputs and data drift. What breaks, what holds, what to fix.

AI Governance Framework

Policies for approving AI models, monitoring them in production, escalating issues, and meeting compliance obligations.

Ready for go-live: the team celebrates as the release passes its final checks.

Pre-Deployment Validation

End-to-end verification that your AI meets accuracy, safety and compliance requirements before it reaches a single customer.

Production Monitoring Setup

Tools that track your AI's accuracy, speed, cost, and data drift once it's live. So you catch problems before customers do.

Test it hard.Ready for customers

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