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Building an agentic app deployer with Amazon Bedrock and AWS Lambda

Machine Learning Blog



This article describes how PDI Technologies built PDI Brew, a platform that lets non-technical employees deploy fully provisioned web applications by describing them in plain English, using an agentic provisioning pattern with Amazon Bedrock and AWS Lambda.

  • Pluggable planning layer accepts intent via AI assistant skill or Amazon Bedrock, emitting a structured deploy manifest
  • Provisioning agent on Lambda classifies workloads (static or full-stack) and orchestrates AWS resource creation deterministically
  • Per-app runtime uses shared CRUD Lambda for most apps, with per-app Lambda only for privileged capabilities requiring admin approval
  • Governed in-app AI through single endpoint with mandatory guardrails, 12-counter atomic budget enforcement, and full audit trails
  • Multi-tenant architecture with per-app subdomains, scoped IAM roles, and scale-to-zero serverless components
  • Platform costs $5–$15/month for teams of 20 running ~10 apps, with no fixed infrastructure costs

PDI Brew demonstrates how agentic patterns map to serverless AWS primitives, enabling rapid internal tool deployment with enterprise security, governance, and cost efficiency.



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