Agents & Tools28 October 2026, 15:31 UTC6 min read

AI Can Answer the Question. The Next Challenge Is Helping People Move Forward.

The real challenge lies in helping users progress toward their goals—whether in education, financial planning, or alumni engagement—without friction. The company highlights a survey of 1,058 U.S. college students, where 76% expect to resolve most service needs without calling or visiting an office. Yet, one in four students say their institutions fail to meet this expectation, often due to…

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Key points

Agentic AI must integrate across systems, retain context, and guide users through multi-step processes like applications or alumni outreach
Human oversight remains critical for high-stakes actions, with approval required before AI-driven decisions reach users

Microsoft Research’s work on productivity agents underscores key challenges: reliability, context retention, and real-world workflow execution. The goal is to create AI that not only answers questions but also recognizes user intent, suggests next steps, and integrates seamlessly across platforms—without replacing human judgment. Institutions must shift from measuring AI by activity metrics (like response times) to tracking outcomes, such as whether users complete their intended tasks (e.g., finishing an application or reconnecting with an alma mater).

Full story from Unite.AI · by Margaret Lawless, Chief Product & Technology Officer, GravytyOpen source ↗