{
  "application_type": "saas_platform",
  "expected_users": 50000,
  "requests_per_second": 100,
  "budget_monthly_usd": 1500,
  "team_size": 5,
  "aws_experience": "intermediate",
  "compliance": ["GDPR"],
  "data_size_gb": 500,
  "region": "us-east-1",
  "requirements": {
    "authentication": true,
    "real_time_features": false,
    "multi_region": false,
    "high_availability": true,
    "auto_scaling": true
  }
}