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Amazon AIP-C01 Exam - Topic 5 Question 10 Discussion

Posted by Chantell on May 14, 2026 at 02:06 AM

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?

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.


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25 comments · newest first
EL
Elena Lopez 4 days ago
Maybe A is not correct because a tricky part is balancing data governance with no per-customer deployments, and C could fit via cross-account knowledge bases.
BU
Bulah 1 day ago
But B adds complexity. A keeps it simple and effective.
SA
Salome 6 days ago
I’m leaning towards B. Real-time access could enhance personalization.
TI
Tiara 11 days ago
Option D seems solid too. Kendra can handle various data sources well.
ZE
Zena 17 days ago
I think option A is the best. Customers keep control over their data.
CR
Crista 22 days ago
I like A for simplicity and data ownership. Makes sense!
TR
Tresa 27 days ago
Option B is too heavy. Real-time servers for each customer? No thanks.
EV
Evangelina 1 month ago
But D adds complexity with cross-account sharing.
MI
Misty 1 month ago
Option D seems good too. Kendra can handle diverse data sources.
LO
Loren 1 month ago
Agreed! Secure API access is a smart move.
CA
Carin 2 months ago
I think option A is the best. Customers control their data.
RA
Raul 2 months ago
B) sounds too complex for what they want to achieve.
MA
Mattie 2 months ago
Wait, real-time access isn't needed? That seems odd for video generation.
EL
Eliz 2 months ago
C) is interesting, but how secure is cross-account querying?
MA
Macy 2 months ago
I disagree, D) could simplify the integration process.
ME
Meaghan 2 months ago
A) seems like the best fit for data ownership.
LA
Lasandra 3 months ago
I like A) for its simplicity and security.
LE
Leanna 3 months ago
Wait, how can they ensure low latency with all that data?
EU
Eulah 3 months ago
C) is interesting, but not sure about the complexity.
AN
Angelo 3 months ago
I disagree, D) could work better for cross-account querying.
RU
Ruth 3 months ago
A) seems like the best fit for data ownership.
KA
Kayleigh 3 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.
GE
Georgene 4 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.
KI
Kimberely 4 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.
KR
Kristel 5 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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