You built an amazing agent with LangGraph or CrewAI. It demos perfectly. But deploying it to production? That's where things fall apart.Memory management. Authorization. Scaling. Monitoring. Compliance.
Deploy your agents to production in 3 weeks, not 6 months. We handle the infrastructure so you can focus on the business logic.
You're not alone. Every team faces these challenges when moving from demo to deployment.
Your POC impressed stakeholders, but scaling it breaks everything
Stuck with LangGraph or CrewAI limitations, unable to customize
Agents forget context between sessions, breaking user experience
Can't trace agent decisions or debug production issues
Watch our production Financial Advisor system handle complex queries, block illegal requests, and maintain perfect compliance - all in real-time.
Three specialized agents working seamlessly together to handle financial queries
Watch the system block illegal requests while maintaining user experience
See CloudWatch traces showing exactly how agents collaborate and make decisions
We've built the production infrastructure so you don't have to. Deploy any agent framework with enterprise-grade engineering practice.
Deploy any framework - LangGraph, CrewAI, or custom
Memory, auth, monitoring built-in from day one
Handle millions of requests with auto-scaling
Trace every decision, monitor costs, debug instantly
| Aspect | Build In-House | With AgentCore | Your Advantage |
|---|---|---|---|
| Time to Production | 4-6 months | 3 weeks | Months down to weeks |
| Infrastructure Cost | $50K+ setup | $0 setup | Removed entirely |
| Engineering Team | 5-8 engineers | 1-2 engineers | Fewer engineers to operate |
| Operational Overhead | High maintenance | Fully managed | Zero ops |
Enterprise-grade architecture that grows with your business
We do not publish a savings figure, because ours would be a guess about your operation. Here is the arithmetic instead. Fill in your own values and the answer is yours rather than ours.
(1 × 2 × 3) − 4. If step 3 is where you get stuck, that is the right instinct — it is the one input nobody can give you from outside your own data, and it is what a pilot is for.
We run 37 AI agents in production across our four products. Yours could be next. Get from prototype to production in 3 weeks with AWS Bedrock AgentCore.
AWS Bedrock AgentCore is a production deployment platform developed by Cognilium AI. All deployments include SLAs, monitoring, and 24/7 support.
Our second practice
It is real work and it is where our four products came from. But what Cognilium leads with is narrower: optimization apps that run in tandem with Microsoft Dynamics 365, computing the decisions the ERP records but does not derive — the optimal price, the optimal pick path, the optimal stock level. See the optimization apps · How we build inside the ERP.