On "How Oracle turns days of work into minutes with ChatGPT and Codex"

Enterprise AI adoption stories like this one sell the dream but obscure the real work: Oracle's gains come from having specialist knowledge already codified and teams already aligned on process—not from ChatGPT magic. For most organizations trying to replicate this, the bottleneck isn't the model; it's having your workflows documented, your teams trained on them, and your data clean enough to feed into prompts reliably. If you're looking at this case and thinking "we should do that too," the honest version is you first need to do the boring work of understanding what your specialists actually do, then figure out where AI helps. The speed gains are real, but they're downstream of organizational maturity, not the other way around.