Move AI into production with confidence
Expert guidance to take your AI, ML, and agentic workloads from implementation to production and beyond.
Overview
AWS Countdown Premium for AI production pairs your team with a dedicated AWS engineer who learns your architecture, workloads, and goals to guide you on your AI, machine learning, and agentic systems from implementation through production, with proactive guidance on health, cost, and governance so you can act before issues hit.
The core guidance our engineers provide
Deep, AI-specific expertise for building production AI and beyond.
Deploy with confidence
Validate your architecture and review operational readiness before launch. Deployment readiness scoring identifies what could break in production before it does, not after.
Stay in production
Detect drift and catch degradation early with observability pipelines, automated alerting, and proactive monitoring. Issues surface before they take hold.
Evolve continuously
Manage models across their lifecycle, migrate to new LLM versions, and refine with retraining strategies and production governance. Your AI systems keep improving over time.
Scale without hiring
Tap deep Amazon Bedrock, SageMaker, and HyperPod expertise across the full AI lifecycle. Scale without recruiting, training, or retaining specialist engineers.
Meet your designated AI/ML engineer
Advisory services include the following.
Production readiness & go-live
Get production-ready and launch with confidence. Your engineer runs architecture and operational readiness reviews and scores deployment readiness to catch what would break before launch, then guides controlled rollouts, load and peak-capacity testing, and 24/7 war-room support through go-live.
Monitoring & observability
Catch drift and degradation early. Your engineer designs drift detection, real-time performance monitoring, and automated alerting. Hallucination detection, token and endpoint-latency tracking, and GPU/HyperPod visibility surface issues before they take hold.
Incident response & reliability
Respond to incidents and recover fast. Your engineer builds escalation protocols, runbooks, and automated rollback, and designs multi-region failover and model-version fallback. With single-threaded incident ownership and direct access to service teams, they lead root-cause reviews.
Continuous improvement & model lifecycle
Keep models improving as they age. Your engineer designs feedback loops and retraining strategies and builds CI/CD pipelines from train to deploy. As models deprecate, they guide LLM version migration and advise on fine-tuning on Bedrock and SageMaker HyperPod.
Agentic AI operationalization
Take agents and retrieval augmented generation (RAG) to production. Your engineer assesses agentic production readiness, monitors agent-behavior drift across multi-step workflows, and governs tool use. They coordinate multi-service resolution and guide RAG pipeline and vector-database architecture.
AWS Countdown Premium’s team of specialists provided comprehensive support from planning through production deployment, helping us overcome complex integration and operational challenges across our AWS accounts. This partnership enabled us to successfully deploy our GenerativeAI application across 40+ sites in less than a year, achieving month-over-month usage growth, while reducing operational waste and optimizing costs through improved RAG and vector database management.
Manish Sinha
Vice President of Advanced Analytics and AI, Georgia-Pacific
Terms and conditions
*Requires an active AWS Support subscription to AWS Business Support +, Enterprise Support, or Unified Operations. AWS Countdown Premium is available for a fixed duration in monthly increments, with a minimum of one (1) month subscription. It is available in English, Japanese, Korean, and Chinese for workloads hosted in all available AWS Regions and the AWS GovCloud (US) Regions, except the AWS China Regions. As a premium AWS Support Service, AWS Countdown Premium is supported by a global team of engineers. Please allow at least three weeks before an event to allow for sufficient planning time.
**Full terms and conditions for the AWS Countdown Premium Limited Time Promotion are available here.