Productizing AI capabilities and automation systems
A fractional CTO owns the technology. A fractional CAIO owns the AI. Most companies need a mix — but the mix is not 50/50, and most CTOs are not CAIOs by default. Here's how to tell which role your company actually needs first.
The third part of the AI governance series: how we package the posture assessment and measurement layer into a complete AI governance framework — and the Stand-Prove-Procure Method we use to build one with every client.
AI governance measurement starts with instrumentation, not policy. Here's how we build the model registry, data classification layer, output monitoring setup, and stakeholder impact map that turn a governance posture into something demonstrable.
Before you can govern your AI systems, you need to see them clearly. The posture assessment is how we begin every enterprise-readiness engagement — mapping what's actually running, not what the architecture diagram says.