About Us

Engineering AI for the Real World

We build production AI systems that run on your infrastructure, under your control, at scale.

Who We Are

AutoscaleWorks is a boutique AI infrastructure consultancy based in Saddle River, New Jersey. We specialize in taking AI projects from prototype to production on Kubernetes — with a focus on self-hosted LLM serving, GPU cluster management, and intelligent security systems.

Founded by engineers with deep experience across cloud infrastructure, machine learning operations, and physical security technology, we bridge the gap between cutting-edge AI research and enterprise-grade deployment.

  • ✓ Self-hosted first — your models, your infrastructure, your data
  • ✓ Infrastructure as Code — every deployment is reproducible
  • ✓ Production-grade from day one — not a demo, not a PoC
  • ✓ Full-stack ownership — from Terraform to model inference
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Core Expertise

What Sets Us Apart

Deep, hands-on experience across the entire AI infrastructure stack.

☁

Cloud & Kubernetes

GKE, OpenShift, EKS. GPU node pools, autoscaling, Workload Identity, service mesh, and multi-cluster federation.

GKE OpenShift Terraform Helm
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LLM & ML Operations

vLLM serving, model quantization, KV cache optimization, batch inference, and OpenAI-compatible API endpoints for any model.

vLLM PyTorch NVIDIA HuggingFace
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Security & Surveillance

Computer vision pipelines, real-time threat detection, natural language querying over security footage, and physical security automation.

YOLO CLIP BLIP PGVector
Technology

Our Stack

We work with best-in-class open source tools and cloud-native platforms.

Infrastructure

Terraform, Pulumi, Ansible, Packer

Orchestration

Kubernetes, Helm, Kustomize, ArgoCD

AI / ML

vLLM, PyTorch, LangChain, CLIP, YOLO

Data

PostgreSQL, PGVector, Redis, GCS, S3

Let's Build Together

Whether you're deploying your first LLM or scaling GPU clusters across regions, we can help.

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