The 18 month timeline tells you more about the person making the claim than about the technology. Every executive I advise who has tried to replace a team with AI discovered the same thing within weeks: the tool cannot do the job because nobody in the organization actually documented what the job was. The bottleneck was never the worker. It was the fact that institutional knowledge lived in one person's head and was never written down.