Multi-Agent Voice AI Architecture at Scale
HLD and LLD design patterns for running thousands of concurrent AI voice agents with reliability and performance.
1 min read
Multi-Agent Voice AI Systems
Large deployments require thousands of concurrent agents.
HLD
- Stateless agent workers
- Central orchestration cluster
- Shared model serving layer
- Distributed message bus
LLD
Agent Lifecycle
- Session init
- Context fetch
- Real-time event loop
- Graceful teardown
Horizontal Scaling
- Kubernetes HPA
- Queue-based backpressure
Cllr.ai uses horizontally scalable orchestration nodes to manage large agent fleets.
Wrap-up
Conversational Voice AI is moving fast — but turning models into reliable, real-time customer experiences requires the right orchestration, integrations, and infrastructure.
If you're exploring how to bring Voice AI into your product or operations, talk to our team to see how Cllr.ai helps businesses design, deploy, and scale real-time voice agents.
Cllr.ai is a Voice AI orchestration platform that connects speech models, language models, and business systems into production-ready conversational experiences.