Why Bedrock Agents Failed: Building Custom AI Orchestration for Healthcare Scale

AWS's managed agentic framework struggled to reliably invoke tools despite 16 iterations, proving inadequate for healthcare applications requiring consistent API interactions. Switching to Amazon Nova Pro with a custom orchestrator delivered the reliability that Bedrock Agents' Action Groups could not provide. This case reveals the critical tradeoff between managed AI frameworks and custom solutions when building mission-critical systems.