AI Evaluation & Responsible AI Guidance

That's exactly what the AI Readiness Review is for. I look at your current workflows and identify where AI could genuinely help, and where it probably isn't worth the risk or effort. Not every organization needs AI, and I'll be honest about that.

No. I evaluate, recommend, and advise. I can tell you which tools fit your needs, how to use them responsibly, and what to watch out for. But if you need someone to build a custom solution or integrate an AI system into your infrastructure, that's a different kind of work. I can help you write a clear brief for that hire, though.

I test what the AI produces against specific criteria: Is it factually accurate? Does the tone match your organization's voice? Is the reasoning sound, or is it generating plausible-sounding nonsense? Are there bias patterns? I document what I find and give you concrete recommendations for how to address any issues.

Yes, and that's more common than you'd think. Part of the AI Readiness Review includes a staff-facing overview written in plain language that explains what AI can and can't do, what your organization's guidelines are, and how to use these tools responsibly. It's designed to reduce anxiety and build confidence, not add jargon.

I actively work in AI evaluation and have hands-on experience training models. I also hold certifications in AI Foundations and Intelligence tools. This field moves fast, and I stay engaged with it daily through both professional work and ongoing research.