Gist: Freshworks argues most AI pilots fail because teams start with tools before defining success metrics. It frames AI transformation as a deliberate sequence aimed at faster ROI.
Signal reason: The piece reinforces a broader narrative about intentional AI adoption and ROI-driven transformation.
