AI Systems That Actually Ship
We build production-ready AI solutions that transform your operations - from Voice AI agents to intelligent document systems. Deploy enterprise AI in weeks, not years
Their responsiveness, friendliness, and successful project delivery were top-notch!
Justin Buckthorp
Founder - 360 Health & Performance
Their responsiveness, friendliness, and successful project delivery were top-notch!
Justin Buckthorp
Founder - 360 Health & Performance



Meet Your Automation Expert
Meet Your Automation Expert
Hey I am Mickey Graf,
Your AI Systems Architect
Your AI Systems Architect
I've engineered AI at scale for Trivago and built production systems processing millions of requests daily. Now I help enterprises deploy Voice AI, RAG systems, and AWS-powered automation that cuts operational costs by 60%. My team ships real AI, not demos.
I've engineered AI at scale for Trivago and built production systems processing millions of requests daily. Now I help enterprises deploy Voice AI, RAG systems, and AWS-powered automation that cuts operational costs by 60%. My team ships real AI, not demos.
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API Calls Processed Monthly
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Students on Udemy
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Students on Udemy
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Students on Udemy
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The Problem
The AI Implementation Gap
You know AI can transform your business. But turning POCs into production systems feels impossible.
The Problem
The AI Implementation Gap
You know AI can transform your business. But turning POCs into production systems feels impossible.
The Problem
The AI Implementation Gap
You know AI can transform your business. But turning POCs into production systems feels impossible.
Proof of Concept Purgatory
Your AI demos impress stakeholders, but they break at scale. Without production-grade architecture, you're stuck with expensive experiments that never deliver ROI.
Proof of Concept Purgatory
Your AI demos impress stakeholders, but they break at scale. Without production-grade architecture, you're stuck with expensive experiments that never deliver ROI.
Proof of Concept Purgatory
Your AI demos impress stakeholders, but they break at scale. Without production-grade architecture, you're stuck with expensive experiments that never deliver ROI.
Voice AI That Sounds Robotic
Your customer service costs are exploding, but off-the-shelf chatbots frustrate users. You need Voice AI that actually understands context and sounds human.
Voice AI That Sounds Robotic
Your customer service costs are exploding, but off-the-shelf chatbots frustrate users. You need Voice AI that actually understands context and sounds human.
Voice AI That Sounds Robotic
Your customer service costs are exploding, but off-the-shelf chatbots frustrate users. You need Voice AI that actually understands context and sounds human.
Data Locked in Documents
Thousands of PDFs, contracts, and documents hold critical insights. Your team wastes 15+ hours weekly searching for information that AI could surface in seconds.
Data Locked in Documents
Thousands of PDFs, contracts, and documents hold critical insights. Your team wastes 15+ hours weekly searching for information that AI could surface in seconds.
Data Locked in Documents
Thousands of PDFs, contracts, and documents hold critical insights. Your team wastes 15+ hours weekly searching for information that AI could surface in seconds.
The Solution
Production AI That Scales
We architect and deploy enterprise-grade AI systems on AWS that handle millions of interactions.
The Solution
Production AI That Scales
We architect and deploy enterprise-grade AI systems on AWS that handle millions of interactions.
The Solution
Production AI That Scales
We architect and deploy enterprise-grade AI systems on AWS that handle millions of interactions.
Conversational Voice AI
Deploy human-like voice agents with Vapi and LiveKit that handle complex conversations, qualify leads, and provide 24/7 support. Cut support costs by 70% while improving satisfaction.
Conversational Voice AI
Your website should position you as the obvious choice. Build trust, credibility, and authority in your niche effortlessly.
Conversational Voice AI
Deploy human-like voice agents with Vapi and LiveKit that handle complex conversations, qualify leads, and provide 24/7 support. Cut support costs by 70% while improving satisfaction.
Intelligent Document Processing
Build RAG systems on AWS Bedrock that instantly extract insights from your entire knowledge base. Your team gets answers in seconds, not hours.
Intelligent Document Processing
Build RAG systems on AWS Bedrock that instantly extract insights from your entire knowledge base. Your team gets answers in seconds, not hours.
Intelligent Document Processing
Build RAG systems on AWS Bedrock that instantly extract insights from your entire knowledge base. Your team gets answers in seconds, not hours.
AWS-Optimized Infrastructure
Scale from prototype to production with battle-tested DevOps pipelines. Auto-scaling, monitoring, and 99.9% uptime guaranteed.
AWS-Optimized Infrastructure
Scale from prototype to production with battle-tested DevOps pipelines. Auto-scaling, monitoring, and 99.9% uptime guaranteed.
AWS-Optimized Infrastructure
Automate client bookings, streamline sales, and create a system that works for you so you can focus on impact oon revenue
How it works
From Concept to Production in 4 Weeks
How it works
From Concept to Production in 4 Weeks
How it works
From Concept to Production in 4 Weeks
01
1
Technical Discovery
Deep dive into your use case, data sources, and infrastructure. Map out AI opportunities with clear ROI projections.
1
Technical Discovery
Deep dive into your use case, data sources, and infrastructure. Map out AI opportunities with clear ROI projections.
01
1
Technical Discovery
Deep dive into your use case, data sources, and infrastructure. Map out AI opportunities with clear ROI projections.
02
2
Architecture Design
Custom AI blueprint leveraging AWS Bedrock, Voice AI platforms, and your existing tech stack
2
Architecture Design
Custom AI blueprint leveraging AWS Bedrock, Voice AI platforms, and your existing tech stack
02
2
Architecture Design
Custom AI blueprint leveraging AWS Bedrock, Voice AI platforms, and your existing tech stack
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3
Rapid Development
Sprint-based delivery with weekly demos. See your AI system evolve in real-time
3
Rapid Development
Sprint-based delivery with weekly demos. See your AI system evolve in real-time
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3
Rapid Development
Sprint-based delivery with weekly demos. See your AI system evolve in real-time
04
4
Production Deployment
Full AWS deployment with monitoring, scaling, and ongoing optimization - with Infrastructure as a Code
4
Production Deployment
Full AWS deployment with monitoring, scaling, and ongoing optimization - with Infrastructure as a Code
04
4
Production Deployment
Full AWS deployment with monitoring, scaling, and ongoing optimization - with Infrastructure as a Code
FAQ
Frequently Asked Questions
Get clear answers to common questions before you get started.
FAQ
Frequently Asked Questions
Get clear answers to common questions before you get started.
FAQ
Frequently Asked Questions
Get clear answers to common questions before you get started.