AI projects often fail because the use case was never clearly broken down in the first place
Z
zenava.ai
February 13, 2026
Whether an Agent can be successfully deployed comes down to one thing: have you clearly broken down the use case? Here’s what our AI product experts have to say
Contact UsAcross extensive enterprise implementations, we’ve found that successful AI deployment often hinges not on the model or the technology, but on whether the business use cases are truly broken down. At Zenava UserDay, Tianrun Rongtong’s ZENAVA Evangelist Team shared real-world examples explaining why, before putting an Agent into production, you must first complete use-case decomposition—so that knowledge, workflows, and outcomes can form a closed loop.
Ushering a New Chapter in Intelligent Conversations
Let Zenava AI empower your enterprise to intelligently upgrade customer conversation scenarios