The engineering between an AI mandate and something that actually ships.
We build the hard part of AI — MCP servers, retrieval (RAG), and agents wired into real systems — for teams from startups to enterprise. Grounded in years of production engineering, not demos.
What we do
Three kinds of work.
Start with a review. Continue only if it’s worth it.
Track record
Systems that can't go down.
The engineering behind Atzi Labs draws on years of building event-driven microservices across national retail, federal government, telecom and streaming, fleet IoT, and industrial cloud — systems with real users, real uptime requirements, and real consequences when they break. That work includes hands-on AI inside an enterprise incubator today — MCP servers, retrieval, and agents wired into real systems.
M+/day
Events processed in production
2M+
Users on platforms we've built on
1000s/s
Requests per second at peak
Industries
National retailFederal governmentTelecom & streamingFleet & IoTIndustrial cloud
Stack
MCP serversRAG / retrievalAI agentsJavaSpring BootKafkaAWSTerraformKubernetesCI/CDObservability
Tell us what you’re up against.
We’ll tell you honestly whether we’re the right fit. If we’re not, we’ll say so.