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Google Generative AI Leader Practice Test 73

Question 720

The business case is: A pilot compares the model subscription fee but ignores integration, training and support costs. Select TWO: the appropriate design decision and convincing validation evidence. (Select TWO.)

  1. A portfolio decision scores candidate use cases against agreed measurable criteria and records funding gates.
  2. Measure net value using time saved, adoption, error costs, model expenses, operational support and human review instead of counting prompts alone.
  3. Define a concrete business outcome, target users, constraints and baseline before choosing any generative AI solution.
  4. Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.
  5. An ROI model reconciles measured business outcomes to full lifecycle costs and a credible non-AI baseline.

Explanation

Correct Answers

B:

The intervention for the stated situation A pilot compares the model subscription fee but ignores integration, training and support costs is: Measure net value using time saved, adoption, error costs, model expenses, operational support and human review instead of counting prompts alone. It directly mitigates: Gross activity measures can disguise high rework or infrastructure costs and produce a false ROI.

E:

A separate outcome check for the situation A pilot compares the model subscription fee but ignores integration, training and support costs is: An ROI model reconciles measured business outcomes to full lifecycle costs and a credible non-AI baseline. It measures the effect of the selected intervention rather than relying on the existence of a proposal.

Incorrect Answers

A:

This choice addresses use-case prioritization and portfolio governance; its main associated risk is: Choosing projects by hype or vendor demos can starve practical high-value use cases and multiply unmanaged pilots. However, the situation A pilot compares the model subscription fee but ignores integration, training and support costs is primarily about return on investment and measurable business value. The targeted decision is: Measure net value using time saved, adoption, error costs, model expenses, operational support and human review instead of counting prompts alone.

C:

This choice addresses business problem framing and success criteria; its main associated risk is: An undefined AI initiative can optimize demo appeal rather than actual customer or employee value. However, the situation A pilot compares the model subscription fee but ignores integration, training and support costs is primarily about return on investment and measurable business value. The targeted decision is: Measure net value using time saved, adoption, error costs, model expenses, operational support and human review instead of counting prompts alone.

D:

This choice addresses pilot, iterate and scale ai adoption; its main associated risk is: Premature organization-wide rollout can amplify privacy errors, unusable workflows and unbudgeted operating costs. However, the situation A pilot compares the model subscription fee but ignores integration, training and support costs is primarily about return on investment and measurable business value. The targeted decision is: Measure net value using time saved, adoption, error costs, model expenses, operational support and human review instead of counting prompts alone.

Question 721

A business team evaluating generative AI encounters this situation: A company deploys a support assistant without teaching staff how to verify sources. It must choose a solution that is useful, secure, properly sourced, and appropriate for its constraints. Which response best meets the business need and its stated limits?

  1. Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.
  2. Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.
  3. Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.
  4. Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.

Explanation

Correct Answer

A:

The decisive detail is: A company deploys a support assistant without teaching staff how to verify sources. The appropriate business or technical decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs. The risk avoided is that an AI project without affected staff input or operational owners may be unused or mishandle exceptions. Confirm the outcome through: An adoption review confirms role-based training, feedback ownership and safe escalation workflows for real users.

Incorrect Answers

B:

This choice addresses pilot, iterate and scale ai adoption; its main associated risk is: Premature organization-wide rollout can amplify privacy errors, unusable workflows and unbudgeted operating costs. However, the situation A company deploys a support assistant without teaching staff how to verify sources is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

C:

This choice addresses business, technical and regulatory constraints; its main associated risk is: A technically impressive prototype can be unusable because required data flows or approvals violate enterprise constraints. However, the situation A company deploys a support assistant without teaching staff how to verify sources is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

D:

This choice addresses use-case prioritization and portfolio governance; its main associated risk is: Choosing projects by hype or vendor demos can starve practical high-value use cases and multiply unmanaged pilots. However, the situation A company deploys a support assistant without teaching staff how to verify sources is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

Question 722

A gen AI initiative reports: A company deploys a support assistant without teaching staff how to verify sources. How could the team verify that the intended business requirement is met?

  1. A portfolio decision scores candidate use cases against agreed measurable criteria and records funding gates.
  2. An architecture review maps each mandatory constraint to verified platform capability and operational ownership.
  3. An adoption review confirms role-based training, feedback ownership and safe escalation workflows for real users.
  4. A staged rollout compares pilot and control groups against predeclared outcomes before increasing exposure.

Explanation

Correct Answer

C:

The key acceptance evidence for A company deploys a support assistant without teaching staff how to verify sources is: An adoption review confirms role-based training, feedback ownership and safe escalation workflows for real users. It checks whether the team actually implemented: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs. A product configuration, demo, or persuasive response alone is not proof.

Incorrect Answers

A:

This choice addresses use-case prioritization and portfolio governance; its main associated risk is: Choosing projects by hype or vendor demos can starve practical high-value use cases and multiply unmanaged pilots. However, the situation A company deploys a support assistant without teaching staff how to verify sources is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

B:

This choice addresses business, technical and regulatory constraints; its main associated risk is: A technically impressive prototype can be unusable because required data flows or approvals violate enterprise constraints. However, the situation A company deploys a support assistant without teaching staff how to verify sources is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

D:

This choice addresses pilot, iterate and scale ai adoption; its main associated risk is: Premature organization-wide rollout can amplify privacy errors, unusable workflows and unbudgeted operating costs. However, the situation A company deploys a support assistant without teaching staff how to verify sources is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

Question 723

A business team evaluating generative AI encounters this situation: A technology sponsor excludes legal and privacy teams from an employee data pilot. It must choose a solution that is useful, secure, properly sourced, and appropriate for its constraints. What should the initiative prioritize to address the primary issue?

  1. Define a concrete business outcome, target users, constraints and baseline before choosing any generative AI solution.
  2. Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.
  3. Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.
  4. Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.

Explanation

Correct Answer

B:

The decisive detail is: A technology sponsor excludes legal and privacy teams from an employee data pilot. The appropriate business or technical decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs. The risk avoided is that an AI project without affected staff input or operational owners may be unused or mishandle exceptions. Confirm the outcome through: An adoption review confirms role-based training, feedback ownership and safe escalation workflows for real users.

Incorrect Answers

A:

This choice addresses business problem framing and success criteria; its main associated risk is: An undefined AI initiative can optimize demo appeal rather than actual customer or employee value. However, the situation A technology sponsor excludes legal and privacy teams from an employee data pilot is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

C:

This choice addresses business, technical and regulatory constraints; its main associated risk is: A technically impressive prototype can be unusable because required data flows or approvals violate enterprise constraints. However, the situation A technology sponsor excludes legal and privacy teams from an employee data pilot is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

D:

This choice addresses use-case prioritization and portfolio governance; its main associated risk is: Choosing projects by hype or vendor demos can starve practical high-value use cases and multiply unmanaged pilots. However, the situation A technology sponsor excludes legal and privacy teams from an employee data pilot is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

Question 724

A business case reports: A technology sponsor excludes legal and privacy teams from an employee data pilot. What risk should the decision-maker address before deployment?

  1. An undefined AI initiative can optimize demo appeal rather than actual customer or employee value.
  2. An AI project without affected staff input or operational owners may be unused or mishandle exceptions.
  3. Choosing projects by hype or vendor demos can starve practical high-value use cases and multiply unmanaged pilots.
  4. A technically impressive prototype can be unusable because required data flows or approvals violate enterprise constraints.

Explanation

Correct Answer

B:

This case exposes a specific failure mode: An AI project without affected staff input or operational owners may be unused or mishandle exceptions. In the situation A technology sponsor excludes legal and privacy teams from an employee data pilot, the recommended response is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs. Independent evidence would be: An adoption review confirms role-based training, feedback ownership and safe escalation workflows for real users.

Incorrect Answers

A:

This choice addresses business problem framing and success criteria; its main associated risk is: An undefined AI initiative can optimize demo appeal rather than actual customer or employee value. However, the situation A technology sponsor excludes legal and privacy teams from an employee data pilot is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

C:

This choice addresses use-case prioritization and portfolio governance; its main associated risk is: Choosing projects by hype or vendor demos can starve practical high-value use cases and multiply unmanaged pilots. However, the situation A technology sponsor excludes legal and privacy teams from an employee data pilot is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

D:

This choice addresses business, technical and regulatory constraints; its main associated risk is: A technically impressive prototype can be unusable because required data flows or approvals violate enterprise constraints. However, the situation A technology sponsor excludes legal and privacy teams from an employee data pilot is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

Question 725

A business team evaluating generative AI encounters this situation: A sales department wants AI summaries but lacks a process for correcting wrong account details. It must choose a solution that is useful, secure, properly sourced, and appropriate for its constraints. Which approach is most defensible under these requirements?

  1. Match a business need to content generation, summarization, enterprise discovery or bounded automation rather than treating all of them as interchangeable.
  2. Measure net value using time saved, adoption, error costs, model expenses, operational support and human review instead of counting prompts alone.
  3. Define a concrete business outcome, target users, constraints and baseline before choosing any generative AI solution.
  4. Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

Explanation

Correct Answer

D:

The decisive detail is: A sales department wants AI summaries but lacks a process for correcting wrong account details. The appropriate business or technical decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs. The risk avoided is that an AI project without affected staff input or operational owners may be unused or mishandle exceptions. Confirm the outcome through: An adoption review confirms role-based training, feedback ownership and safe escalation workflows for real users.

Incorrect Answers

A:

This choice addresses select create, summarize, discover or automate solutions; its main associated risk is: A mismatched product category can generate attractive content without delivering the required process result. However, the situation A sales department wants AI summaries but lacks a process for correcting wrong account details is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

B:

This choice addresses return on investment and measurable business value; its main associated risk is: Gross activity measures can disguise high rework or infrastructure costs and produce a false ROI. However, the situation A sales department wants AI summaries but lacks a process for correcting wrong account details is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

C:

This choice addresses business problem framing and success criteria; its main associated risk is: An undefined AI initiative can optimize demo appeal rather than actual customer or employee value. However, the situation A sales department wants AI summaries but lacks a process for correcting wrong account details is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

Question 726

A gen AI initiative reports: A sales department wants AI summaries but lacks a process for correcting wrong account details. How could the team verify that the intended business requirement is met?

  1. A decision memo ties each proposed feature to measurable quality, cost, adoption and risk acceptance targets.
  2. A user pilot completes the actual target business task using the selected capability and records unsupported requirements.
  3. An adoption review confirms role-based training, feedback ownership and safe escalation workflows for real users.
  4. An ROI model reconciles measured business outcomes to full lifecycle costs and a credible non-AI baseline.

Explanation

Correct Answer

C:

The key acceptance evidence for A sales department wants AI summaries but lacks a process for correcting wrong account details is: An adoption review confirms role-based training, feedback ownership and safe escalation workflows for real users. It checks whether the team actually implemented: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs. A product configuration, demo, or persuasive response alone is not proof.

Incorrect Answers

A:

This choice addresses business problem framing and success criteria; its main associated risk is: An undefined AI initiative can optimize demo appeal rather than actual customer or employee value. However, the situation A sales department wants AI summaries but lacks a process for correcting wrong account details is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

B:

This choice addresses select create, summarize, discover or automate solutions; its main associated risk is: A mismatched product category can generate attractive content without delivering the required process result. However, the situation A sales department wants AI summaries but lacks a process for correcting wrong account details is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

D:

This choice addresses return on investment and measurable business value; its main associated risk is: Gross activity measures can disguise high rework or infrastructure costs and produce a false ROI. However, the situation A sales department wants AI summaries but lacks a process for correcting wrong account details is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

Question 727

A business team evaluating generative AI encounters this situation: A cross-functional team assigns clear responsibility for prompts, data, monitoring and user complaints. It must choose a solution that is useful, secure, properly sourced, and appropriate for its constraints. Which first change most directly addresses the observed failure?

  1. Define a concrete business outcome, target users, constraints and baseline before choosing any generative AI solution.
  2. Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.
  3. Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.
  4. Measure net value using time saved, adoption, error costs, model expenses, operational support and human review instead of counting prompts alone.

Explanation

Correct Answer

B:

The decisive detail is: A cross-functional team assigns clear responsibility for prompts, data, monitoring and user complaints. The appropriate business or technical decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs. The risk avoided is that an AI project without affected staff input or operational owners may be unused or mishandle exceptions. Confirm the outcome through: An adoption review confirms role-based training, feedback ownership and safe escalation workflows for real users.

Incorrect Answers

A:

This choice addresses business problem framing and success criteria; its main associated risk is: An undefined AI initiative can optimize demo appeal rather than actual customer or employee value. However, the situation A cross-functional team assigns clear responsibility for prompts, data, monitoring and user complaints is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

C:

This choice addresses use-case prioritization and portfolio governance; its main associated risk is: Choosing projects by hype or vendor demos can starve practical high-value use cases and multiply unmanaged pilots. However, the situation A cross-functional team assigns clear responsibility for prompts, data, monitoring and user complaints is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

D:

This choice addresses return on investment and measurable business value; its main associated risk is: Gross activity measures can disguise high rework or infrastructure costs and produce a false ROI. However, the situation A cross-functional team assigns clear responsibility for prompts, data, monitoring and user complaints is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

Question 728

A business case reports: A cross-functional team assigns clear responsibility for prompts, data, monitoring and user complaints. What risk should the decision-maker address before deployment?

  1. Gross activity measures can disguise high rework or infrastructure costs and produce a false ROI.
  2. An undefined AI initiative can optimize demo appeal rather than actual customer or employee value.
  3. Choosing projects by hype or vendor demos can starve practical high-value use cases and multiply unmanaged pilots.
  4. An AI project without affected staff input or operational owners may be unused or mishandle exceptions.

Explanation

Correct Answer

D:

This case exposes a specific failure mode: An AI project without affected staff input or operational owners may be unused or mishandle exceptions. In the situation A cross-functional team assigns clear responsibility for prompts, data, monitoring and user complaints, the recommended response is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs. Independent evidence would be: An adoption review confirms role-based training, feedback ownership and safe escalation workflows for real users.

Incorrect Answers

A:

This choice addresses return on investment and measurable business value; its main associated risk is: Gross activity measures can disguise high rework or infrastructure costs and produce a false ROI. However, the situation A cross-functional team assigns clear responsibility for prompts, data, monitoring and user complaints is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

B:

This choice addresses business problem framing and success criteria; its main associated risk is: An undefined AI initiative can optimize demo appeal rather than actual customer or employee value. However, the situation A cross-functional team assigns clear responsibility for prompts, data, monitoring and user complaints is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

C:

This choice addresses use-case prioritization and portfolio governance; its main associated risk is: Choosing projects by hype or vendor demos can starve practical high-value use cases and multiply unmanaged pilots. However, the situation A cross-functional team assigns clear responsibility for prompts, data, monitoring and user complaints is primarily about stakeholder collaboration and workforce enablement. The targeted decision is: Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.

Question 729

A business team evaluating generative AI encounters this situation: A retailer funds an experimental avatar because it looks impressive while inventory search remains broken. It must choose a solution that is useful, secure, properly sourced, and appropriate for its constraints. Which response best meets the business need and its stated limits?

  1. Match a business need to content generation, summarization, enterprise discovery or bounded automation rather than treating all of them as interchangeable.
  2. Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.
  3. Define a concrete business outcome, target users, constraints and baseline before choosing any generative AI solution.
  4. Measure net value using time saved, adoption, error costs, model expenses, operational support and human review instead of counting prompts alone.

Explanation

Correct Answer

B:

The decisive detail is: A retailer funds an experimental avatar because it looks impressive while inventory search remains broken. The appropriate business or technical decision is: Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development. The risk avoided is that choosing projects by hype or vendor demos can starve practical high-value use cases and multiply unmanaged pilots. Confirm the outcome through: A portfolio decision scores candidate use cases against agreed measurable criteria and records funding gates.

Incorrect Answers

A:

This choice addresses select create, summarize, discover or automate solutions; its main associated risk is: A mismatched product category can generate attractive content without delivering the required process result. However, the situation A retailer funds an experimental avatar because it looks impressive while inventory search remains broken is primarily about use-case prioritization and portfolio governance. The targeted decision is: Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.

C:

This choice addresses business problem framing and success criteria; its main associated risk is: An undefined AI initiative can optimize demo appeal rather than actual customer or employee value. However, the situation A retailer funds an experimental avatar because it looks impressive while inventory search remains broken is primarily about use-case prioritization and portfolio governance. The targeted decision is: Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.

D:

This choice addresses return on investment and measurable business value; its main associated risk is: Gross activity measures can disguise high rework or infrastructure costs and produce a false ROI. However, the situation A retailer funds an experimental avatar because it looks impressive while inventory search remains broken is primarily about use-case prioritization and portfolio governance. The targeted decision is: Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.

Question 730

The business case is: A retailer funds an experimental avatar because it looks impressive while inventory search remains broken. Which TWO options together provide a suitable intervention and an independent acceptance check? (Select TWO.)

  1. Measure net value using time saved, adoption, error costs, model expenses, operational support and human review instead of counting prompts alone.
  2. A decision memo ties each proposed feature to measurable quality, cost, adoption and risk acceptance targets.
  3. Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.
  4. A portfolio decision scores candidate use cases against agreed measurable criteria and records funding gates.
  5. Match a business need to content generation, summarization, enterprise discovery or bounded automation rather than treating all of them as interchangeable.

Explanation

Correct Answers

C:

The intervention for the stated situation A retailer funds an experimental avatar because it looks impressive while inventory search remains broken is: Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development. It directly mitigates: Choosing projects by hype or vendor demos can starve practical high-value use cases and multiply unmanaged pilots.

D:

A separate outcome check for the situation A retailer funds an experimental avatar because it looks impressive while inventory search remains broken is: A portfolio decision scores candidate use cases against agreed measurable criteria and records funding gates. It measures the effect of the selected intervention rather than relying on the existence of a proposal.

Incorrect Answers

A:

This choice addresses return on investment and measurable business value; its main associated risk is: Gross activity measures can disguise high rework or infrastructure costs and produce a false ROI. However, the situation A retailer funds an experimental avatar because it looks impressive while inventory search remains broken is primarily about use-case prioritization and portfolio governance. The targeted decision is: Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.

B:

This choice addresses business problem framing and success criteria; its main associated risk is: An undefined AI initiative can optimize demo appeal rather than actual customer or employee value. However, the situation A retailer funds an experimental avatar because it looks impressive while inventory search remains broken is primarily about use-case prioritization and portfolio governance. The targeted decision is: Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.

E:

This choice addresses select create, summarize, discover or automate solutions; its main associated risk is: A mismatched product category can generate attractive content without delivering the required process result. However, the situation A retailer funds an experimental avatar because it looks impressive while inventory search remains broken is primarily about use-case prioritization and portfolio governance. The targeted decision is: Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.