
Frequently Asked Questions
Clear answers about how AI Career Index works, how scoring is calculated, what Premium includes, and how to use your results.


How Fast Will AI Actually Replace Jobs?
Slower than the demos suggest, faster than comfortable in a few places. Why replacement lags the headlines, the four brakes that pace it, and how to read the speed for your role.

AI Career Risk in Supply Chain and Logistics Jobs
Supply chain splits sharply under AI: planning and coordination are exposed, physical and accountable work holds. Which logistics roles compress, which stay durable, and how to read yours.
"I had been reading about AI disruption for two years and felt informed but paralysed. The structural reading gave me the first concrete next move I have had in months. Ran the assessment on a Sunday, had a new repositioning plan by Monday."
"I expected another personality test. Got something closer to a structural audit. The CEI reading was uncomfortably accurate and the Acceleration Plan sequenced the interventions in the order my team had already debated informally for months."
"The Authority Band classification finally gave me language for something I had been sensing but could not articulate. My title suggested seniority that my actual decision scope did not support. The report made the gap visible, and the plan made it fixable."
Measure Your Position with AI Career Index
Take the AI Career Snapshot to see your structural leverage, automation exposure, and growth trajectory with AI Career Index.
