Ask
Use plain English to explore iMIS records, memberships, events, engagement, and data quality.
AgentZ for iMISDemo path
Show AgentZ doing real iMIS work, not generic AI theatre.
The demo should move from plain-English questions to query creation, dashboard narrative, content drafting, monitor-linked client governance, and a controlled action boundary.
Build
Create and refine IQA/IQD-style query designs, dashboard specifications, and management summaries.
Act
Use guided workflows with human review before any high-risk operational action.
Govern
Show licensing, named users, monitor linkage, OAuth setup, download control, and audit posture.
Recommended demo framing: start with a real association problem, use a safe iMIS environment, show the evidence behind the answer, and pause before write actions so the governance model is obvious.
Put the AI Hub where iMIS teams already feel the pain.
Start with the system owner, one operational lead, and one decision-maker. Prove query creation, dashboard support, data quality, and member insight before widening access.