A reference architecture for building an AI-powered recruitment assistant on AWS using Amazon Bedrock (Nova Pro via the Converse API). The solution automates resume parsing, multi-dimensional candidate scoring, and personalized interview question generation. It uses a serverless stack: React frontend on AWS Amplify, Amazon Cognito for auth, API Gateway, Lambda functions, DynamoDB, and S3. Amazon Bedrock Guardrails handle PII anonymization, prompt injection detection, and demographic bias filtering. Deployment is via CloudFormation. The post covers the full architecture, code snippets, security controls, compliance considerations (GDPR/CCPA), cost estimates (~$1–2/month for 100 candidates), and next-step enhancements like conversational agents and bias auditing dashboards.
