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Google Generative AI Leader Practice Test 71

Question 700

The business case is: A global product launches an assistant without testing the required languages and regions. Select TWO: the appropriate design decision and convincing validation evidence. (Select TWO.)

  1. A decision memo ties each proposed feature to measurable quality, cost, adoption and risk acceptance targets.
  2. Match a business need to content generation, summarization, enterprise discovery or bounded automation rather than treating all of them as interchangeable.
  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.
  5. An architecture review maps each mandatory constraint to verified platform capability and operational ownership.

Explanation

Correct Answers

C:

The intervention for the stated situation A global product launches an assistant without testing the required languages and regions is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model. It directly mitigates: A technically impressive prototype can be unusable because required data flows or approvals violate enterprise constraints.

E:

A separate outcome check for the situation A global product launches an assistant without testing the required languages and regions is: An architecture review maps each mandatory constraint to verified platform capability and operational ownership. It measures the effect of the selected intervention rather than relying on the existence of a proposal.

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 global product launches an assistant without testing the required languages and regions is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

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 global product launches an assistant without testing the required languages and regions is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

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 global product launches an assistant without testing the required languages and regions is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

Question 701

A business team evaluating generative AI encounters this situation: A contact-center use case requires real-time responses but selects an overnight batch process. 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. Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.
  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. Measure net value using time saved, adoption, error costs, model expenses, operational support and human review instead of counting prompts alone.

Explanation

Correct Answer

C:

The decisive detail is: A contact-center use case requires real-time responses but selects an overnight batch process. The appropriate business or technical decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model. The risk avoided is that a technically impressive prototype can be unusable because required data flows or approvals violate enterprise constraints. Confirm the outcome through: An architecture review maps each mandatory constraint to verified platform capability and operational ownership.

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 contact-center use case requires real-time responses but selects an overnight batch process is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

B:

This choice addresses stakeholder collaboration and workforce enablement; its main associated risk is: An AI project without affected staff input or operational owners may be unused or mishandle exceptions. However, the situation A contact-center use case requires real-time responses but selects an overnight batch process is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

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 contact-center use case requires real-time responses but selects an overnight batch process is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

Question 702

A gen AI initiative reports: A contact-center use case requires real-time responses but selects an overnight batch process. Which measurement or trial should be required before approval?

  1. An ROI model reconciles measured business outcomes to full lifecycle costs and a credible non-AI baseline.
  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 portfolio decision scores candidate use cases against agreed measurable criteria and records funding gates.

Explanation

Correct Answer

B:

The key acceptance evidence for A contact-center use case requires real-time responses but selects an overnight batch process is: An architecture review maps each mandatory constraint to verified platform capability and operational ownership. It checks whether the team actually implemented: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model. A product configuration, demo, or persuasive response alone is not proof.

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 contact-center use case requires real-time responses but selects an overnight batch process is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

C:

This choice addresses stakeholder collaboration and workforce enablement; its main associated risk is: An AI project without affected staff input or operational owners may be unused or mishandle exceptions. However, the situation A contact-center use case requires real-time responses but selects an overnight batch process is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

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 contact-center use case requires real-time responses but selects an overnight batch process is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

Question 703

A business team evaluating generative AI encounters this situation: A manufacturer wants to automate equipment shutdown without defining who approves dangerous commands. 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. Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.
  2. Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.
  3. Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.
  4. Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

Explanation

Correct Answer

C:

The decisive detail is: A manufacturer wants to automate equipment shutdown without defining who approves dangerous commands. The appropriate business or technical decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model. The risk avoided is that a technically impressive prototype can be unusable because required data flows or approvals violate enterprise constraints. Confirm the outcome through: An architecture review maps each mandatory constraint to verified platform capability and operational ownership.

Incorrect Answers

A:

This choice addresses stakeholder collaboration and workforce enablement; its main associated risk is: An AI project without affected staff input or operational owners may be unused or mishandle exceptions. However, the situation A manufacturer wants to automate equipment shutdown without defining who approves dangerous commands is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

B:

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 manufacturer wants to automate equipment shutdown without defining who approves dangerous commands is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

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 manufacturer wants to automate equipment shutdown without defining who approves dangerous commands is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

Question 704

A business case reports: A manufacturer wants to automate equipment shutdown without defining who approves dangerous commands. Why is this design likely to fail its intended business outcome?

  1. An AI project without affected staff input or operational owners may be unused or mishandle exceptions.
  2. A technically impressive prototype can be unusable because required data flows or approvals violate enterprise constraints.
  3. Choosing projects by hype or vendor demos can starve practical high-value use cases and multiply unmanaged pilots.
  4. Premature organization-wide rollout can amplify privacy errors, unusable workflows and unbudgeted operating costs.

Explanation

Correct Answer

B:

This case exposes a specific failure mode: A technically impressive prototype can be unusable because required data flows or approvals violate enterprise constraints. In the situation A manufacturer wants to automate equipment shutdown without defining who approves dangerous commands, the recommended response is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model. Independent evidence would be: An architecture review maps each mandatory constraint to verified platform capability and operational ownership.

Incorrect Answers

A:

This choice addresses stakeholder collaboration and workforce enablement; its main associated risk is: An AI project without affected staff input or operational owners may be unused or mishandle exceptions. However, the situation A manufacturer wants to automate equipment shutdown without defining who approves dangerous commands is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

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 manufacturer wants to automate equipment shutdown without defining who approves dangerous commands is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

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 manufacturer wants to automate equipment shutdown without defining who approves dangerous commands is primarily about business, technical and regulatory constraints. The targeted decision is: Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.

Question 705

A business team evaluating generative AI encounters this situation: A sponsor mandates all staff use a new assistant before any security or usability testing. 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. Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.
  2. Match a business need to content generation, summarization, enterprise discovery or bounded automation rather than treating all of them as interchangeable.
  3. Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.
  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

A:

The decisive detail is: A sponsor mandates all staff use a new assistant before any security or usability testing. The appropriate business or technical decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes. The risk avoided is that premature organization-wide rollout can amplify privacy errors, unusable workflows and unbudgeted operating costs. Confirm the outcome through: A staged rollout compares pilot and control groups against predeclared outcomes before increasing exposure.

Incorrect Answers

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 sponsor mandates all staff use a new assistant before any security or usability testing is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

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 sponsor mandates all staff use a new assistant before any security or usability testing is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

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 sponsor mandates all staff use a new assistant before any security or usability testing is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

Question 706

A gen AI initiative reports: A sponsor mandates all staff use a new assistant before any security or usability testing. What independent evidence would best confirm the solution worked?

  1. A staged rollout compares pilot and control groups against predeclared outcomes before increasing exposure.
  2. A user pilot completes the actual target business task using the selected capability and records unsupported requirements.
  3. An architecture review maps each mandatory constraint to verified platform capability and operational ownership.
  4. An ROI model reconciles measured business outcomes to full lifecycle costs and a credible non-AI baseline.

Explanation

Correct Answer

A:

The key acceptance evidence for A sponsor mandates all staff use a new assistant before any security or usability testing is: A staged rollout compares pilot and control groups against predeclared outcomes before increasing exposure. It checks whether the team actually implemented: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes. A product configuration, demo, or persuasive response alone is not proof.

Incorrect Answers

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 sponsor mandates all staff use a new assistant before any security or usability testing is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

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 sponsor mandates all staff use a new assistant before any security or usability testing is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

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 sponsor mandates all staff use a new assistant before any security or usability testing is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

Question 707

A business team evaluating generative AI encounters this situation: A support team trials an AI suggestion tool with trained volunteers and measures resolution quality. 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. Measure net value using time saved, adoption, error costs, model expenses, operational support and human review instead of counting prompts alone.
  3. Match a business need to content generation, summarization, enterprise discovery or bounded automation rather than treating all of them as interchangeable.
  4. Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

Explanation

Correct Answer

D:

The decisive detail is: A support team trials an AI suggestion tool with trained volunteers and measures resolution quality. The appropriate business or technical decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes. The risk avoided is that premature organization-wide rollout can amplify privacy errors, unusable workflows and unbudgeted operating costs. Confirm the outcome through: A staged rollout compares pilot and control groups against predeclared outcomes before increasing exposure.

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 support team trials an AI suggestion tool with trained volunteers and measures resolution quality is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

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 support team trials an AI suggestion tool with trained volunteers and measures resolution quality is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

C:

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 support team trials an AI suggestion tool with trained volunteers and measures resolution quality is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

Question 708

A business case reports: A support team trials an AI suggestion tool with trained volunteers and measures resolution quality. What is the strongest reason the current assumption is unsafe?

  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. A mismatched product category can generate attractive content without delivering the required process result.
  4. Premature organization-wide rollout can amplify privacy errors, unusable workflows and unbudgeted operating costs.

Explanation

Correct Answer

D:

This case exposes a specific failure mode: Premature organization-wide rollout can amplify privacy errors, unusable workflows and unbudgeted operating costs. In the situation A support team trials an AI suggestion tool with trained volunteers and measures resolution quality, the recommended response is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes. Independent evidence would be: A staged rollout compares pilot and control groups against predeclared outcomes before increasing exposure.

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 support team trials an AI suggestion tool with trained volunteers and measures resolution quality is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

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 support team trials an AI suggestion tool with trained volunteers and measures resolution quality is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

C:

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 support team trials an AI suggestion tool with trained volunteers and measures resolution quality is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

Question 709

A business team evaluating generative AI encounters this situation: A prototype succeeds on a single prepared example but has no edge-case evaluation. 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. Assess data sensitivity, integration, latency, languages, deployment location and legal requirements before selecting or scaling a model.
  2. Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.
  3. Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.
  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 prototype succeeds on a single prepared example but has no edge-case evaluation. The appropriate business or technical decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes. The risk avoided is that premature organization-wide rollout can amplify privacy errors, unusable workflows and unbudgeted operating costs. Confirm the outcome through: A staged rollout compares pilot and control groups against predeclared outcomes before increasing exposure.

Incorrect Answers

A:

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 prototype succeeds on a single prepared example but has no edge-case evaluation is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

C:

This choice addresses stakeholder collaboration and workforce enablement; its main associated risk is: An AI project without affected staff input or operational owners may be unused or mishandle exceptions. However, the situation A prototype succeeds on a single prepared example but has no edge-case evaluation is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

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 prototype succeeds on a single prepared example but has no edge-case evaluation is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

Question 710

The business case is: A prototype succeeds on a single prepared example but has no edge-case evaluation. Which TWO options together provide a suitable intervention and an independent acceptance check? (Select TWO.)

  1. An architecture review maps each mandatory constraint to verified platform capability and operational ownership.
  2. Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.
  3. A staged rollout compares pilot and control groups against predeclared outcomes before increasing exposure.
  4. Involve technical owners, legal/security, end users and management in change design, training and accountable handoffs.
  5. Rank AI initiatives by business impact, feasibility, data readiness, risk and owner accountability before funding scaled development.

Explanation

Correct Answers

B:

The intervention for the stated situation A prototype succeeds on a single prepared example but has no edge-case evaluation is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes. It directly mitigates: Premature organization-wide rollout can amplify privacy errors, unusable workflows and unbudgeted operating costs.

C:

A separate outcome check for the situation A prototype succeeds on a single prepared example but has no edge-case evaluation is: A staged rollout compares pilot and control groups against predeclared outcomes before increasing exposure. It measures the effect of the selected intervention rather than relying on the existence of a proposal.

Incorrect Answers

A:

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 prototype succeeds on a single prepared example but has no edge-case evaluation is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

D:

This choice addresses stakeholder collaboration and workforce enablement; its main associated risk is: An AI project without affected staff input or operational owners may be unused or mishandle exceptions. However, the situation A prototype succeeds on a single prepared example but has no edge-case evaluation is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.

E:

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 prototype succeeds on a single prepared example but has no edge-case evaluation is primarily about pilot, iterate and scale ai adoption. The targeted decision is: Start with a representative bounded pilot and clear go/no-go gates, then expand only after demonstrated operational and user outcomes.