Topic Cluster
Measurement and ROI
Quantifying AI value, building the board narrative, defending the spend.
6 articles in this cluster.
Measuring AI value in People Ops
If the CFO asks what your AI investment has returned, vague time-saving stories are not enough. Here is how to measure People Ops…
AI roadmap case study: FinEdge's first 90 days
How a 280-person fintech People team went from scattered ChatGPT use to nine production workflows in 90 days. The exact sequence…
The People Ops diagnostic toolkit
Five working diagnostics for People leaders: the underperformance early warning, the People-as-a-product checklist, the 90-day…
The automation audit playbook
Most automation efforts fail because they start with "what can I automate?" The right question is "what problems am I trying to…
Leading the AI transformation in People
AI in People Ops fails as a change programme more often than as a technology problem. Here is the operating playbook for leading…
A workflow assessment framework for People Ops
Most People teams pick AI workflows by instinct or by what is loudest. A simple scoring framework — value, frequency, fit, risk…