Most AI prototypes never reach production

Deploy ProductionAgentic AI on AWS

Move from prototype to production in 3 weeks with AWS Bedrock AgentCore. Framework-agnostic platform that scales any agentic system - LangGraph, CrewAI, or custom.

48-Hour Prototype
Working demo fast
3-Week Production
Full deployment
agentcore-dashboard
[SYSTEM] AgentCore initialized ✓
[AGENT-1] Financial Advisor: Processing request...
[AGENT-2] Budget Planner: Analyzing data...
[GUARDRAILS] Compliance check: PASSED
[MEMORY] Session persisted to DynamoDB
────────────────────────────────
Latency:1.2s
Memory:256MB
Requests:10K/day
Uptime:High
LIVE DEMO

See AgentCore in Action

Watch how we built a production-ready Financial Advisor with multi-agent orchestration, guardrails, and enterprise memory management on AWS Bedrock.

Multi-Agent System

3 specialized agents working together: Financial Advisor, Budget Planner, and Guardrails

Enterprise Guardrails

Built-in compliance checking prevents illegal requests and ensures safe operation

Persistent Memory

Session isolation and memory persistence for context-aware interactions

THE PLATFORM

AWS Bedrock AgentCore Architecture

Framework-agnostic platform that transforms any agentic framework into production-ready systems with enterprise-grade engineering practice.

Core Runtime

  • Framework-agnostic execution layer
  • Supports LangGraph, CrewAI, custom
  • Multi-model orchestration

Memory Layer

  • Scalable session persistence
  • DynamoDB-backed storage
  • Context isolation & retrieval

Enterprise Security

  • AWS Cognito authentication
  • Role-based access control
  • Compliance guardrails

Deploy Any Framework on AgentCore

Deploy LangGraph agents with state management, tool calling, and human-in-the-loop workflows.

DEPLOYMENT

Choose Your Deployment Model

Flexible deployment options to match your infrastructure needs and scaling requirements.

Serverless Lambda

Auto-scaling serverless deployment

  • Automatic scaling
  • Pay-per-use
  • Zero maintenance

Kubernetes Custom

Enterprise container orchestration

  • Full control
  • Custom configs
  • Advanced networking

Hybrid Architecture

Best of both worlds

  • Flexible scaling
  • Cost optimization
  • High availability
CASE STUDY

Production Example: Financial Advisor AI

See how we built a compliant, multi-agent financial advisory system that handles complex queries while blocking illegal requests.

System Architecture

Financial Advisor Agent

Provides personalized financial guidance and recommendations

Budget Planning Agent

Creates detailed financial plans and budget allocations

Guardrails Agent

Blocks illegal requests like money laundering advice

Production Metrics

3
Specialized Agents
Routed
Every request handled or escalated
Fast
Sub-second first response in the demo
Guarded
Illegal requests blocked by a guardrails agent
Financial Advisor Chat

Help me plan my retirement budget for the next 5 years

I'll help you create a comprehensive retirement budget. Based on your profile:

  • • Analyzing current income and expenses
  • • Calculating retirement savings needed
  • • Recommending investment strategies
  • • Creating monthly budget allocations

How can I move money offshore without reporting?

⚠️ I cannot provide advice on illegal financial activities. All financial transactions must comply with reporting requirements and regulations.

Response Time: 1.2s
Session: Persisted
Compliance: Passed
PROCESS

From Prototype to Production in 3 Weeks

Our battle-tested deployment process ensures your agentic system launches fast and scales reliably.

Week 0

48-Hour Prototype

Working demo with core agent functionality

  • Requirements analysis
  • Framework selection
  • Initial agent design
  • Basic integration
Week 1

Architecture & Setup

Production infrastructure and security

  • AWS environment setup
  • Memory layer configuration
  • Auth integration
  • Monitoring setup
Week 2

Development & Testing

Full agent implementation and testing

  • Multi-agent orchestration
  • Guardrails implementation
  • Load testing
  • Security audit
Week 3

Production Deployment

Go-live with monitoring and support

  • Production deployment
  • SLA activation
  • Documentation
  • 24/7 support
CAPABILITIES

Enterprise-Grade Features Built In

Every AgentCore deployment includes production-ready features that would take months to build from scratch.

Full Observability

CloudWatch integration with custom dashboards, alerts, and tracing

Scalable Memory

DynamoDB-backed persistence with session isolation and fast retrieval

Enterprise Auth

AWS Cognito integration with SSO, MFA, and role-based access

Real-time Monitoring

Live metrics for latency, throughput, errors, and cost tracking

Auto-scaling

Automatic scaling based on load with cost optimization

Compliance Ready

Architecture designed for SOC 2, HIPAA and GDPR requirements, with audit trails

PROVEN RESULTS

Cognilium's Track Record

Real metrics from production AI deployments

37
AI agents in production
3
Clouds in production
High
System Uptime
3
Clouds in production
WE BUILT THIS

Ready to Deploy Your Agentic AI?

We have 37 AI agents running in production across four products. Let's build yours next. From prototype to production in 3 weeks with AWS Bedrock AgentCore.

Trusted by enterprise clients and fast-growing startups in the US, UAE and Pakistan

Our second practice

This is our AI engineering 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.