Meet the Author

Kale Bogdanovs
Principal Product Marketing Manager
Kale is a technical product marketer (a nice way of saying ‘writes better than most engineers, codes better than most writers') with a decade of experience spinning stories from the Cloud, across customer data, workflow automation, identity security and observability. A born Australian and accidental American, Kale lives with his wife and cat in the mountains of North Carolina, where the snakes remind him of home.
Explore Author's Blog

Observability vs. Monitoring for AI Systems
Monitoring catches the failures you predicted. AI systems fail in ways you didn't. This post breaks down why AI workloads demand observability—request-level context, distributed tracing, and learning from production—rather than another wall of dashboards.


Evaluating Observability Tools for the AI Era
This guide gives you a more rigorous framework for evaluating observability tools in an era where your AI assistant depends on them as much as your engineers do. The criteria that matter most are not the ones that show up first in a sales cycle.