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AI affinity

Capabilities split by whether they rely on ML / AI in their core implementation. Uses AI capabilities typically need a data science function; non-AI capabilities can land with a platform team alone.

Capabilities that use ML or AI in their core implementation. Typically require a data science function or dedicated ML platform team.

Capabilities that don't rely on AI / ML. Software engineering, data infrastructure, and process-level capabilities.