AI Investment Portfolio: A C‑Level Playbook to Prioritize, Stage‑Gate, and Measure Value episode artwork

EPISODE · Jul 4, 2026 · 9 MIN

AI Investment Portfolio: A C‑Level Playbook to Prioritize, Stage‑Gate, and Measure Value

from DataScience Show Podcast · host Mirko Peters

Many organizations fund AI as a set of isolated projects rather than as a strategic investment portfolio. This episode gives C‑level leaders a step‑by‑step playbook to treat AI like a product portfolio: prioritize by expected economic value and strategic fit, apply stage‑gates and small‑bet financing, define risk budgets and governance, and build measurable success metrics that link model outcomes to business KPIs. Mirko frames the playbook through concrete frameworks—scoring rubrics, cost-of-delay calculus, stage exit criteria, and lightweight experiment accounting—so you can stop chasing vanity metrics and start funding outcomes. Listeners will get a reproducible process for triaging requests, allocating capital across discovery, scaling, and run phases, and aligning incentives between business owners, data teams, and finance. Practical examples and signal checks show what to stop, where to accelerate, and how to make portfolio decisions defensible to boards and investors.Become a supporter of this podcast: https://www.spreaker.com/podcast/datascience-show-podcast--6817783/support.I share practical AI leadership notes on LinkedIn — the kind you can forward internally or reuse in executive discussions.Follow Mirko on LinkedIn if you want decision-ready frameworks, not hype.

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