roi

Survey says everyone saves five hours a week. Finance does not believe it, and they are right not to. The answer is to measure a few workflows properly instead of the whole company vaguely.

In one randomised trial, developers believed AI made them 20% faster while it made them 19% slower. Run staggered access on real work, measure time to merge and defects, and renew team by team.