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Amazon AIP-C01 Exam - Topic 5 Question 10 Discussion

Example Corp provides a personalized video generation service that millions of enterprise customers use. Customers generate marketing videos by submitting prompts to the company's proprietary generative AI (GenAI) model. To improve output relevance and personalization, Example Corp wants to enhance the prompts by using customer-specific context such as product preferences, customer attributes, and business history.The customers have strict data governance requirements. The customers must retain full ownership and control over their own data. The customers do not require real-time access. However, semantic accuracy must be high and retrieval latency must remain low to support customer experience use cases.Example Corp wants to minimize architectural complexity in its integration pattern. Example Corp does not want to deploy and manage services in each customer's environment unless necessary.Which solution will meet these requirements?
A) Ensure that each customer sets up an Amazon Q Business index that includes the customer's internal data. Ensure that each customer designates Example Corp as a data accessor to allow Example Corp to retrieve relevant content by using a secure API to enrich prompts at runtime.
B) Use federated search with Model Context Protocol (MCP) by deploying real-time MCP servers for each customer. Retrieve data in real time during prompt generation.
C) Ensure that each customer configures an Amazon Bedrock knowledge base. Allow cross-account querying so Example Corp can retrieve structured data for prompt augmentation.
D) Configure Amazon Kendra to crawl customer data sources. Share the resulting indexes across accounts so Example Corp can query each customer's Amazon Kendra index to retrieve augmentation data.

Amazon AIP-C01 Exam - Topic 5 Question 10 Discussion

Actual exam question for Amazon's AIP-C01 exam
Question #: 10
Topic #: 5
[All AIP-C01 Questions]

Example Corp provides a personalized video generation service that millions of enterprise customers use. Customers generate marketing videos by submitting prompts to the company's proprietary generative AI (GenAI) model. To improve output relevance and personalization, Example Corp wants to enhance the prompts by using customer-specific context such as product preferences, customer attributes, and business history.

The customers have strict data governance requirements. The customers must retain full ownership and control over their own data. The customers do not require real-time access. However, semantic accuracy must be high and retrieval latency must remain low to support customer experience use cases.

Example Corp wants to minimize architectural complexity in its integration pattern. Example Corp does not want to deploy and manage services in each customer's environment unless necessary.

Which solution will meet these requirements?

Show Suggested Answer Hide Answer
Suggested Answer: A

Option A is the correct solution because Amazon Q Business is explicitly designed to provide secure, governed access to enterprise data while preserving customer ownership and control. Each customer maintains their own Amazon Q Business index, which ensures that data never leaves the customer's control boundary unless explicitly shared through approved access mechanisms.

By designating Example Corp as a data accessor, customers can allow controlled, auditable access to their indexed content through secure APIs. This model satisfies strict data governance requirements, including data ownership, access transparency, and revocation capability. Customers do not need to expose raw data or deploy infrastructure in Example Corp's environment.

Amazon Q Business provides high semantic accuracy through managed indexing, ranking, and retrieval optimizations. Because real-time access is not required, this approach avoids the complexity and latency challenges of live federated retrieval while still delivering fast query performance suitable for customer experience use cases.

Option B introduces unnecessary operational complexity by requiring real-time MCP servers per customer. Option C requires customers to manage Amazon Bedrock knowledge bases and enable cross-account access, which increases integration complexity and governance risk. Option D requires shared Amazon Kendra indexes across accounts, which complicates access control and data ownership boundaries.

Therefore, Option A provides the cleanest, lowest-overhead architecture that meets data governance, accuracy, performance, and scalability requirements while minimizing operational burden for both Example Corp and its customers.


Contribute your Thoughts:

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Carin
1 day ago
I think option A is the best. Customers control their data.
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Raul
7 days ago
B) sounds too complex for what they want to achieve.
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Mattie
12 days ago
Wait, real-time access isn't needed? That seems odd for video generation.
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Eliz
17 days ago
C) is interesting, but how secure is cross-account querying?
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Macy
22 days ago
I disagree, D) could simplify the integration process.
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Meaghan
27 days ago
A) seems like the best fit for data ownership.
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Lasandra
1 month ago
I like A) for its simplicity and security.
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Leanna
1 month ago
Wait, how can they ensure low latency with all that data?
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Eulah
1 month ago
C) is interesting, but not sure about the complexity.
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Angelo
2 months ago
I disagree, D) could work better for cross-account querying.
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Ruth
2 months ago
A) seems like the best fit for data ownership.
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Kayleigh
2 months ago
I vaguely recall something about cross-account querying from my notes. Option C sounds familiar, but I'm not entirely sure how it fits with the data ownership requirements.
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Georgene
2 months ago
I practiced a similar question where we had to consider architectural complexity. I feel like option D might be the best fit since it allows for shared indexing without complicating the setup.
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Kimberely
2 months ago
I'm a bit unsure about the real-time aspect mentioned in option B. I thought we were supposed to avoid real-time access since it wasn't a requirement for the customers.
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Kristel
4 months ago
I remember studying about data governance and how important it is for customers to maintain control over their data. I think option A might align with that requirement.
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