37 minutesVMware Private AI Foundation Capabilities and Features Update from Broadcom
Evaluate private AI as an infrastructure and governance decision instead of defaulting to either SaaS or self-hosting by instinct.
CXOTalk. HPE CFO Marie Myers describes rolling agentic AI (their "Alfred" platform) across a 3,600-person finance organization with the discipline the article argues for: a direct-versus-indirect ROI framework, stage gates that decide whether each use case continues or stops, mandatory human-in-the-loop quality controls, and workflow-level metrics such as a weekly review process losing roughly 90% of its manual effort. Adoption is measured as changed work, not tool logins.
A vendor-neutral interview but still one company's success story told by its CFO, so expect the wins to be foregrounded. Borrow the measurement framework and the stage-gate discipline; validate the percentages against your own baselines.
Build an ROI case for one AI workflow with a baseline, direct and indirect benefits, quality gates and an explicit stop decision.
Experience with team-level AI pilots, business metrics or finance/operations processes large enough to measure.
Last reviewed: Jul 20, 2026
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Hand-picked external courses that go deeper on this topic.
Emory University Goizueta Business School faculty
The deeper, university-level counterpart to our beginner HubSpot marketing pick — Emory's business-school treatment goes past 'how to prompt' into training generative models for brand-specific output, the purchase-funnel economics of AI-generated content, and a full module of genuine skepticism about when generative AI is and isn't worth using in marketing.
IBM AI Academy
The genAI-era answer to the executive-strategy question. Three short courses aimed squarely at business leaders — no technical background required — on where generative AI creates value, how to govern it responsibly, and how to turn a vague "we should use AI" into a concrete, defensible use case. Rated 4.6 across ~700 reviews. Best taken before your next AI budget decision.