
The era of digital transformation defined by speculative pilots and proofs-of-concept has decisively ended, replaced by an unforgiving mandate for tangible, measurable returns on every technology investment. Across industries, the boardroom’s patience for open-ended experimentation with artificial intelligence has worn thin, ushering in a new age of pragmatism where financial accountability is the ultimate measure of success. This shift represents










