Free Google Cloud Generative AI Leader Practice Questions

Gemini for Google Workspace provides built-in AI features in Gmail including email summarization, "Help me write" for drafting responses, and natural language inbox querying through the side panel. Vertex AI Search (B) is designed for building custom search applications, not for enhancing Gmail productivity. Gemini Code Assist (D) is focused on software development assistance, not email workflows.

A vector database stores embeddings (numerical representations of text meaning) and enables semantic similarity search, which is the backbone of a RAG retrieval system. Unlike keyword search (option A), vector search can find semantically relevant passages even when the exact words do not match the query. Option C only caches previous outputs and does not help retrieve new relevant documents, while option D is designed for analytics, not real-time semantic retrieval.

Google's Responsible AI principles call for proactive fairness, accountability, and transparency. A comprehensive approach including auditing, mitigation, monitoring, and clear accountability addresses the issue systematically. Option A is a superficial fix that may not eliminate proxy discrimination and skips proper analysis. Option D is disproportionate and forfeits the legitimate benefits of AI assistance, while option B fails to take meaningful corrective action and risks ongoing harm to affected applicants.