Automation Debt: Why AI Workflows Decay After Launch — and Who Pays for It

AI automations don’t fail on launch day. They decay quietly afterward. Here’s how model drift, deprecations and ownership gaps create automation debt.
The Second-Year Problem: Why AI Automations Quietly Decay — and What It Costs to Keep Them Working

Most AI automation budgets stop at launch. Here’s where automation debt comes from, what it costs in year two, and how to own, monitor, and retire workflows.
The Anatomy of a Hidden Drift: How to Audit Your AI Agents Before They Quietly Betray Your Workflows

AI agents can silently drift from intended behavior without obvious errors. Learn how to audit agentic workflows, detect hidden drift types, and build controls that last.