GenAI Success Metrics: Look Beyond Reduced Workload
Generative AI tools didn’t give people at one community college empty calendars or fewer emails. But people did gain faster closure on decisions and a few other key benefits.
Vishal Shah, Andrenna Gibson, and Tanika TeagleJuly 08, 2026Reading Time: 6 min
Summary:
At the Community College of Philadelphia, generative AI tools didn’t magically free up people’s time or supercharge one productivity metric ...
When leaders talk about generative AI tools, one promise comes up repeatedly: These tools will save time.
Fewer emails. Fewer meetings. Less administrative drag.
That expectation shapes how many organizations decide whether GenAI is “working” — and why they’re often disappointed when people’s calendars don’t suddenly open up.
But for our organization, time savings turned out to be the wrong place to look.
What we saw inside a large public higher-education institution, the Community College of Philadelphia, wasn’t less work, but...
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