Is Your ‘RAG’ Leaving Your Knowledge Base Exposed?
Retrieval-augmented generation (RAG) doesn’t fix content debt - it exposes it. When AI-driven answers pull directly from systems like ServiceNow, fragmented and outdated content shows up in the answers themselves, turning governance gaps into trust and experience problems.
When AI Makes Content Debt Impossible to Ignore
AI doesn’t fix content debt - it exposes it. As platforms like ServiceNow use AI to surface answers, outdated and inconsistent content becomes impossible to ignore. This article explores why AI turns content debt into a trust and experience problem, not just a governance issue.
What Employee Content Must Do in 2026 (That Maybe it Didn’t Do In 2025)
Employee content in 2026 must move from volume and activity metrics to clarity, trust, and systems that actually support how work gets done.
Content Debt is the Silent Killer of Employee Trust
Content debt quietly erodes employee trust long before systems fail. This post explains how content debt forms, how employees experience it, and why governance is an employee experience issue.
Content Debt is Quietly Breaking the Employee Content Experience
Content debt doesn’t break systems - it quietly drains productivity, trust, and engagement. This post explains how unmanaged content debt increases cognitive load, undermines self-service, and becomes even more dangerous when exposed through AI.
Why ServiceNow Articles Fail Employees
ServiceNow knowledge articles often fail not because they’re wrong, but because they’re designed like documentation instead of answers. This post explains why experience design, findability, and ownership determine whether employees trust self-service or bypass it entirely.
Content Experience is a Productivity System
Employee productivity isn’t driven by better writing - it’s driven by whether employees can find trusted answers quickly and act without hesitation. This post explains how broken content experiences quietly drain productivity, engagement, and trust at scale.