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ROI Assessment & Business Value — Google Gen AI Leader Practice Question

A representative Google Cloud Generative AI Leader (Google Gen AI Leader) exam question on ROI Assessment & Business Value. Work through it below, then read why each option is right or wrong.

Short answer

The correct answer is B. Measure ROI by comparing the AI implementation cost against a comprehensive set of metrics including labor savings, content output volume, conversion rate changes, and customer engagement improvements.

True ROI assessment for generative AI projects requires measuring both direct cost savings and indirect business impact such as conversion rates and engagement metrics. Option A captures only a narrow slice of value and misses revenue-side effects. Option C measures team sentiment rather than business outcomes, and option D compares spending without measuring actual value delivered by the specific deployment.

The Question

A retail company has deployed a generative AI solution that automatically creates personalized product descriptions for its e-commerce platform. After six months, leadership wants to evaluate ROI. The project cost $500,000 to implement and reduced content creation time by 70%, but the company has not tracked downstream revenue impact. Which approach best evaluates the true ROI of this generative AI investment?

AAssess ROI by benchmarking the company's AI spending against industry averages for similar retail deployments
BMeasure ROI by comparing the AI implementation cost against a comprehensive set of metrics including labor savings, content output volume, conversion rate changes, and customer engagement improvementsCorrect
CCalculate ROI solely based on the labor cost savings from the 70% reduction in content creation time
DDetermine ROI by surveying the marketing team on their satisfaction with the AI-generated content quality

Why B is correct

True ROI assessment for generative AI projects requires measuring both direct cost savings and indirect business impact such as conversion rates and engagement metrics. Option A captures only a narrow slice of value and misses revenue-side effects. Option C measures team sentiment rather than business outcomes, and option D compares spending without measuring actual value delivered by the specific deployment.

Why the other options are wrong

Option A: Assess ROI by benchmarking the company's AI spending against industry averages for similar retail deployments

Option A does not satisfy the requirement in the scenario. Review the explanation above: the correct choice (B) is the only one that fully meets every constraint stated in the question.

Option C: Calculate ROI solely based on the labor cost savings from the 70% reduction in content creation time

Option C does not satisfy the requirement in the scenario. Review the explanation above: the correct choice (B) is the only one that fully meets every constraint stated in the question.

Option D: Determine ROI by surveying the marketing team on their satisfaction with the AI-generated content quality

Option D does not satisfy the requirement in the scenario. Review the explanation above: the correct choice (B) is the only one that fully meets every constraint stated in the question.

Key idea: ROI Assessment & Business Value

True ROI assessment for generative AI projects requires measuring both direct cost savings and indirect business impact such as conversion rates and engagement metrics. Option A captures only a narrow slice of value and misses revenue-side effects. Option C measures team sentiment rather than business outcomes, and option D compares spending without measuring actual value delivered by the specific deployment. On the Google Gen AI Leader exam, questions in the "Business Strategies for Gen AI" domain test whether you can map a scenario's constraints to the right choice. Read the requirement carefully, eliminate options that violate any single constraint, and pick the one that satisfies all of them with the least operational overhead.

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