GregLab | Exam Prep

Generative AI platform

Amazon Bedrock

Serverless access to foundation models and tools for RAG, agents, guardrails, evaluation, customization, prompt management, flows, logging, and throughput.

Key points

  • Provides managed API access to foundation models from AWS and third-party model providers.
  • Supports text, image, embedding, and multimodal use cases depending on the selected model.
  • Keeps infrastructure management away from the builder while still supporting IAM, logging, encryption, and VPC access patterns.
  • Includes native capabilities for Knowledge Bases, Agents, Guardrails, model evaluation, prompt management, flows, and model customization.
  • Supports on-demand inference and provisioned throughput for workloads that need more predictable capacity.

When to use it

  • Choose Bedrock when an application needs foundation model inference without managing model servers.
  • Use Bedrock for chat assistants, summarization, content generation, semantic search, and RAG workflows.
  • Use Bedrock when governance features such as guardrails, logging, IAM, and private connectivity matter.

Exam tips

  • Bedrock is the generative AI service; SageMaker is the broader ML build, train, and deploy platform.
  • Knowledge Bases add managed RAG, Agents add task orchestration, and Guardrails add safety controls.
  • Customer prompts, responses, and custom model data are not used to train base foundation models.
  • Use provisioned throughput for predictable Bedrock inference capacity, not for general SageMaker endpoint scaling.

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