Which scenario best describes unplanned AI adoption included in products?

• A. Adoption with little oversight
• B. Full governance and oversight
• C. Thorough risk assessment
• D. Deliberate vendor selection

Answer: (A)

Unplanned AI adoption in products happens when AI features are added without formal governance, oversight, or risk management processes. Without those controls, there’s little accountability for how the AI behaves, what data it uses, or how updates are handled, which can lead to security vulnerabilities, privacy issues, compliance gaps, and bias or safety risks. The hallmark of this scenario is the lack of oversight being applied to the integration and operation of the AI features, rather than a planned, managed process.

If governance were in place, you’d expect clear policies, approvals, and continuous monitoring. If a thorough risk assessment were conducted, potential harms and mitigations would be identified before deployment. If vendor selection were deliberate, there would be a structured procurement and evaluation process guiding which solutions are adopted.