the measurement problem here is real. GDP captures output, not latent capacity or quality. an ops team that responds to 200 requests/week with AI at 2x speed doesn't show up in GDP if headcount stays flat. the value is captured in retention, fewer escalations, faster revenue ops cycles -- none of which hit a GDP line directly. the reason AI added zero isn't that it didn't work. it's that we're measuring the wrong thing.