create a knowledge base of AWS Bedrock with User Access level

Question

I want to create a knowledge base on AWS Bedrock using Pinecone DB. The key features include:

1. Categorizing all S3 folder files based on user access context.
2. Generating responses from specific files/topics when users inquire about them.
3. Exploring how Pinecone stores data with categorized user context information.

For example, with three customers (A, B, and C) holding different roles (Sales Admin, Sales Executive Manager, and Finance Manager), documents related to policies, roles, and limitations are stored on AWS S3. Each customer typically asks questions related to their role-based topics. 
The challenge is to implement this knowledge base and manage embeddings on Pinecone DB effectively.

Answer

Hi,

We have a [workshop](https://catalog.workshops.aws/persona-based-access-genai-application/en-US) available that outlines a solution that may fit your use-case, even though it utilizes OpenSearch rather than Pinecone. I'd encourage you to try it out, as it should help clarify most aspects of your overall solution. The key is to use the recently launched [metadata](https://docs.aws.amazon.com/bedrock/latest/userguide/knowledge-base-ds.html#kb-ds-metadata) filtering.

With respect to tie it to an E2E authorisation pattern pls refer to this [question](https://repost.aws/questions/QURDU4ewsNTb-Le48qdCuj_w#COZkHRtyljSAyQ-C8jWxwo5g).

Thanks,
Rama

create a knowledge base of AWS Bedrock with User Access level

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