It's not difficult to measure though - we've been tracking total factor productivity of our economy for decades. Steam power, electrification, computers - all of these things had huge, measurable impacts on the amount of economic output vs input. No self-reporting (of what?) necessary. If AI means that companies are getting the same or more output from less input of labor and capital, productivity should be soaring right now.