Manager, AI Visibility & Content Discoverability

AI Replacement Risk, explained

We rate every role on how much of the day-to-day work could plausibly be done by current AI tools within the next year or two. It's a judgment call, not a hard science, based on three questions:

Task repeatability — is the work mostly repeatable execution (drafting, formatting, routine audits), or judgment-heavy (strategy, negotiation, prioritization)?
Precedent — are AI tools already doing a meaningful chunk of this work well today, in production, somewhere?
Accountability — does the role carry a decision or relationship someone has to own, not just an output that has to exist?

This is our own read, not a scientific index. Treat it as a conversation starter before you apply, not a scorecard.