Experts Outline 5 Strategic Shifts to Unlock Real AI Value for Enterprises
What Happened – ZDNet published a senior‑contributor piece summarising insights from five data‑leadership experts on how organisations can move beyond superficial productivity claims and drive measurable business outcomes with generative AI tools such as Microsoft Copilot and ChatGPT.
Why It Matters for TPRM –
- Vendors that embed AI into SaaS platforms must prove outcome‑based ROI, not just time‑saving metrics, to satisfy client risk assessments.
- Mis‑aligned AI KPIs can mask hidden compliance, data‑privacy, and security gaps that third‑party auditors may overlook.
- Clear, outcome‑focused AI governance frameworks reduce the likelihood of over‑reliance on opaque models that could introduce supply‑chain risk.
Who Is Affected – Technology SaaS providers, cloud AI platform vendors, and their enterprise customers across all verticals (healthcare, finance, retail, etc.).
Recommended Actions –
- Review AI‑related service contracts for outcome‑based KPI clauses.
- Validate that vendors maintain transparent model‑performance reporting and data‑handling practices.
- Incorporate AI‑value‑realisation metrics into your third‑party risk scorecards.
Technical Notes – The article does not reference specific vulnerabilities or attack vectors; its focus is on strategic governance, KPI selection, and partnership models for generative AI deployments. Source: https://www.zdnet.com/article/strategic-shifts-drive-real-ai-value/