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[FI-CAP-001] Move AI from pilot to scaled adoption

Move AI from pilot to scaled adoption

Turn promising AI ideas into governed products, embedded workflows and measurable operational value.

CHALLENGE
Organizations often accumulate AI pilots without a repeatable path to production, adoption or value.

EXPERIENCE
Led BoardTalent.ai product strategy from concept through MVP, pilot and production; led AI/ML initiatives in search, recommendation, forecasting and pricing.

CONTRIBUTION
Use-case framing, product requirements, vendor/technology evaluation, governance, workflow design, adoption and value hypotheses.

OUTCOME
A repeatable product and scale discipline rather than one-off experimentation.