Examine the critical division of accountability between AI vendors and customers, asserting that the purchasing company owns the ultimate return on investment. While vendors are responsible for technical performance and system uptime, the buyer must manage employee adoption and structural process redesign to capture financial value.
The source warns of the "productivity trap," where efficiency gains fail to translate into savings without active management. To bridge this gap, the author introduces the Integrated Process Excellence (IPE) framework, a structured approach to deployment that ensures behavioral change and measurable results.
Ultimately,
successful AI implementation requires pairing outcome-based pricing with
rigorous internal discipline to turn technical capabilities into bottom-line
profitability.
For the article: https://drive.google.com/file/d/1tx6VkSsB2sAUktgOmCCPz9XIaviMhVDL/view
For the
video: https://youtu.be/h3-r7QLV_eE
John Cachat
johncachat@ipe.services
www.ipe.services
Reference Material
Books on
Amazon
https://www.amazon.com/stores/John-Cachat/author/B0G4NB66MD
LinkedIn
Articles
https://www.linkedin.com/in/johncachat/recent-activity/articles/
YouTube
Videos
https://www.youtube.com/@ipeservices/videos
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