GenAI Development on Amazon Bedrock

This professional service helps customers achieve specific outcomes related to the adoption of Amazon Bedrock and generative AI on AWS by delivering foundation setup, application integration, retrieval-augmented generation, and intelligent agent development using Amazon Bedrock, Amazon Bedrock Guardrails, Amazon Bedrock Knowledge Bases, Amazon Bedrock Agents, and Amazon Bedrock Model Evaluation. Foundation delivery establishes secure model access for Claude Sonnet 4.6, Claude Opus 4.8, and other foundation models available on AWS Marketplace through Amazon Bedrock — configuring Amazon Bedrock Guardrails for content filtering and topic blocking, enabling AWS CloudTrail and Amazon CloudWatch for prompt logging and usage monitoring, provisioning model quotas, and establishing AWS Budgets alerts for inference cost control. This fixed-price foundation engagement de-risks every application built on top by ensuring guardrails, audit logging, and cost governance are in place before any production workload ships.

LLM application integration embeds Amazon Bedrock model inference into existing business applications through AWS Lambda orchestration, structured prompt engineering and management, and Amazon Bedrock Model Evaluation for output quality assessment with AWS Secrets Manager for secure credential handling. Retrieval-augmented generation is delivered using Amazon Bedrock Knowledge Bases with Amazon OpenSearch Serverless or Amazon Aurora as the vector store — covering document ingestion to Amazon S3, chunking, vectorisation, retrieval tuning, and citation-level accuracy validation so every model response is traceable to its source document. Amazon Bedrock Agents delivers multi-step autonomous workflows with tool use, API integration, AWS Lambda action groups, and human-in-the-loop approval checkpoints for decisions that carry regulatory or financial risk. All builds inherit the foundation's Amazon Bedrock Guardrails and cost controls, and hand over cleanly into ongoing managed AI operations.

Customers using this service are responsible for AWS infrastructure costs incurred in their AWS accounts — including Amazon Bedrock inference token costs for Claude Sonnet 4.6 and Claude Opus 4.8 available on AWS Marketplace, as well as Amazon S3, Amazon OpenSearch Serverless, AWS Lambda, and related services — separately from the service fee transacted through AWS Marketplace. This service is suited for organisations moving from generative AI experimentation to production deployment, particularly in regulated industries where Amazon Bedrock Guardrails, AWS CloudTrail audit logging, and source-cited retrieval accuracy are mandatory requirements.