The Gap
Demand for practitioners with AI fluency exceeds supply. Prompt engineering, agent evaluation, governance, observability — all in short supply. Hiring is slow; upskilling faster.
Upskilling Programs
Internal training on AI fundamentals, prompt engineering, governance. Partnerships with vendors for certification paths. Sabbatical programs for senior ICs to develop AI depth. Investment level varies; leaders invest heavily.
Hiring Patterns
Generalists with AI adjacent skills adapt fastest. Pure ML engineers aren’t enough — need MLOps, product thinking, governance awareness. Hire T-shaped.
Career Implications
Practitioners with AI depth command premium. Practitioners without are seeing relative value compress. Invest in your own skills alongside any company-sponsored programs.