AI + Cloud Automation

AI Agent Systems
Built for Real Work

I design and implement secure AI agents on AWS that integrate with your existing stack, automate repetitive operations, and keep humans in control where it matters.

Where AI Agents Deliver Fast ROI

Focused implementations that reduce response time, eliminate manual repetition, and improve service quality.

Support Workflow Agent

Automatically triages customer messages, classifies intent, drafts replies, and routes edge cases to your team.

Ops Assistant

Connects cloud logs, metrics, and alerts to a task-oriented assistant that helps your team resolve incidents faster.

Sales Qualification Agent

Captures inbound leads, validates fit, enriches context from CRM data, and hands off ready opportunities.

Reference Architecture

Production-Grade Agent Stack

A layered architecture that keeps your AI system maintainable, auditable, and ready to scale.

Interface
Web, Chat, API
Frontend, widget, or internal tools
Agent Runtime
Bedrock / LLM Layer
Task orchestration and reasoning
Tools + MCP
Business Integrations
CRM, CMS, Helpdesk, Payments, ERP
Cloud Platform
AWS Core Services
Security, scaling, observability, cost control

Implementation Scope

  • Use-case and workflow discovery
  • Agent orchestration and prompt workflow design
  • Tool integration (CRM, CMS, helpdesk, internal APIs)
  • Human approval checkpoints for critical actions
  • Monitoring, logs, and production runbook

Security & Governance

Every implementation includes least-privilege access, scoped tool permissions, and explicit action boundaries to avoid unsafe autonomous behavior.

For sensitive operations, the workflow enforces human approval before execution and preserves audit logs for traceability.

I prioritize practical guardrails so your team gets automation speed without compliance risk.

Need an AI Agent That Actually Ships?

If you already have a clear business workflow in mind, I can help you move from concept to production with a secure AWS-based implementation plan.

Book AI Strategy Call