A few years ago I manually restructured a 1,000+ article knowledge base, no AI, just an audit, a lot of spreadsheets, and months of cross-team review. I went back and rebuilt the same project with AI accelerating the audit, drafting, and verification steps, then measured what actually changed: roughly 48% faster and about $30K less in cost, plus a live example applying the framework to a real documentation conflict.