How AI hiring relates to technology investment, and where research is still needed
Job postings are a useful external signal. They don't tell you what a company believes, plans or is struggling with.
AI role hiring vs. self reported production use cases (illustrative) Illustrative
Workforce intelligence shows which companies are hiring ML engineers, data scientists and AI product managers. It's a strong leading indicator of intent.
But in illustrative data, even the accounts hiring most report fewer than four in ten with multiple AI use cases in production. Hiring is investment, not outcome.
This is the gap primary research fills: asking the decision makers directly what's working, what isn't and what they'll fund next.
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