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Is Your ‘RAG’ Leaving Your Knowledge Base Exposed?
AI and Content Systems Stan Chambers Jr 1/23/26 AI and Content Systems Stan Chambers Jr 1/23/26

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 When AI-driven answers pull directly from systems like ServiceNow, fragmented and outdated content shows up in the answers themselves, turning governance gaps into trust and experience problems.

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When AI Makes Content Debt Impossible to Ignore
AI and Content Systems Stan Chambers Jr 1/23/26 AI and Content Systems Stan Chambers Jr 1/23/26

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 As platforms like ServiceNow use AI to surface answers, outdated and inconsistent content becomes impossible to ignore.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.

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Most organizations don’t have a content problem

They have an experience problem

The Employee Content Experience Playbook reframes how employees actually find, interpret, and trust information inside enterprise systems. It explores why content fails even when it’s accurate, how confidence breaks down at scale, and what clarity really requires in modern digital workplaces.

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