For two years the mandate was enough. Announce an AI initiative, rename a team, ship a chatbot, and the story wrote itself. That cover is closing. A recent survey puts it bluntly: 73% of executives now report underwhelming returns from their AI efforts, and the conversation has shifted from hype to what one report called "high-stakes pressure testing."
From announcement to accounting
The change is mundane and consequential. Boards that once applauded the presence of an AI strategy now want the line item — what it cost, what it saved, what it changed. The companies that treated AI as a press release are the ones squirming in that meeting. The ones that ran small, measured pilots can answer the question.
Pressure testing, not posturing
High-stakes pressure testing means the model has to survive contact with a real workflow and a real number. Most initiatives were never built to be tested, only to be announced, which is why so many quietly fail the first time someone asks for the ROI.
The reckoning isn't a backlash against AI. It's a backlash against AI without a receipt.
Get in touch if you're preparing for that meeting.