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Most companies are deploying AI but leaving job descriptions untouched. Here is a practical, repeatable 5-step method for redesigning any role at the task level; so AI augments humans instead of confusing them.
Every readiness diagnostic should produce a 90-day roadmap. Month 1 unblocks the critical gap. Month 2 builds adjacent capabilities. Month 3 prepares for the next lifecycle stage. The structure is simple. The discipline is what matters.
Your AI roadmap doesn’t fail because you picked the “wrong” use cases. It fails because it’s a wish list that outruns your organization’s maturity.
The two largest AI labs invested $5.5 billion in a single month on the same thesis; implementation expertise is now more valuable than model access. Here is why that matters and what teams should do about it.
