What competencies are needed to execute AI projects from strategy to operations?

At least six disciplines must work together: strategic consulting, data engineering, machine learning, software development, cloud infrastructure, and operations. If any one is missing, gaps appear. Strategies without technical validation remain theory. Models without stable infrastructure never make it to production. Systems without monitoring lose quality over time or run incorrectly.

PLAN D unites all these competencies in-house. No patchwork of freelancers, no dependency on third-party vendors. The result is AI that doesn't just work but delivers lasting impact.