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Freelancing platform among those hosting operator personas.
Writing for Forbes, John Case argues that AI's proof problem is a measurement problem, citing MIT research in which 95% of studied organizations saw no P&L impact six months after a pilot. His company sells the systems that would hold the baseline.
Reality
Research co-authored by Cambridge Judge's Sienna Helena Parker examined workers over 55 with at least 30 years of experience who turned to freelance platforms, where their credentials bought them little standing with clients.
Reality
Salesforce, FactSet, S&P Global and Moody's have all wired their data into Claude and ChatGPT, and only Moody's will name a charging method, which leaves per-seat contracts metering a unit that agents no longer respect.
Reality
Three freelance platforms report fast growth in work that repairs generative output, which suggests the savings leaders book on a first draft return later as remediation spend at rates they did not set.
Reality
The figure is self-reported and blends work already moved back with work about to be. It is still the closest thing operators have to a benchmark for their own failed automations.
Reality
Recorded Future says one PurpleDelta cluster applied at more than 1,100 companies and was likely employed at ten or more. The control point is the recruiting funnel, not the SOC.
Reality