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Generative AI Leader Practice Question: Integrate GenAI into their existing customer…

A company wants to integrate GenAI into their existing customer relationship management (CRM) system. The CRM is a third-party SaaS application. Which implementation pattern is MOST suitable?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

✓

API-first integration by calling Vertex AI API from the CRM's custom code

API-first integration allows the CRM to call Google Cloud GenAI APIs without modifying the CRM's core. Workspace add-ons are for Google Workspace, not SaaS CRM.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • ✓

    API-first integration by calling Vertex AI API from the CRM's custom code

    Why this is correct

    A third-party SaaS CRM cannot host custom model runtimes, so API-first integration calling the Vertex AI API from the CRM's custom code is the only viable pattern. It satisfies the constraint of extending an externally managed application without access to its underlying infrastructure.

  • ✗

    Building a standalone AI application and exporting data manually

    Why it's wrong here

    Manual export breaks the real-time, in-context integration the CRM requires, adding latency and human error. It tempts as a quick proof of concept with no vendor API work, yet the correct pattern calls the CRM's APIs or embeds GenAI within it, keeping data synchronised automatically rather than batch-copied.

  • ✗

    Embedding GenAI using Google Workspace add-ons

    Why it's wrong here

    Workspace add-ons extend Gmail, Docs and Calendar, not a third-party CRM's own UI or data model. They tempt because they are Google-native and low-code, but the correct pattern uses the CRM's supported extension or API surface, which add-ons cannot reach inside a non-Google SaaS application.

  • ✗

    Using Apps Script to extend Google Sheets connected to the CRM

    Why it's wrong here

    Apps Script extending Sheets only reaches data the CRM exports into that sheet, not the CRM's live records or interface. It tempts because Sheets and Apps Script are familiar and free, but the correct pattern integrates through the CRM's own API or extension framework, preserving real-time access.

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Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This Generative AI Leader practice question is part of Courseiva's free Google Cloud certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the Generative AI Leader exam.