Bare Metal Cloud for AI Teams. Without the Hyperscaler bill.
Bare Metal Cloud for AI Teams. Without the Hyperscaler bill.
Reduce costs, run AI inference, improve performance and gain full control of your scalable cloud computing infrastructure. Built for the next wave of agentic engineering, where machines provision machines and deployment happens through APIs.
Reduce costs, run AI inference, improve performance and gain full control of your scalable cloud computing infrastructure. Built for the next wave of agentic engineering, where machines provision machines and deployment happens through APIs.
70% lower cost vs AWS & GCP
Unlimited egress included
Sub-20ms Mumbai region
AMD EPYC processors
SOC2 + DPDPA compliant
Per-second billing
Bringing you flexible Cloud AI services without the inflated bills
The cloud built for real-time intelligence, interaction, & control.
Current cloud artificial intelligence market deals in extremes. Hyperscalers force you to pay for the 100+ unwanted addons you don’t even use. Local providers are selling cheap virtual machines while cutting corners where it matters. Neither works for AI startups building at speed.
Huddle01 Cloud optimises for both. We focused on the fundamentals: raw performance, transparent pricing, and zero lock-in. As we enter a world of agentic engineering, raw performance, reliability, and economics of the compute underneath become the true gamechanger. That's what we built.
The Core Essentials Your AI Infrastructure Actually Needs
The Core Essentials Your AI Infrastructure Actually Needs
Hyperscalers charge you for the 100+ services they offer. Huddle01 Cloud delivers the five that matter for AI inference, model training, and ML pipeline orchestration - running on cloud native architecture with AMD EPYC processors, DDR4 ECC memory, and NVMe storage in every region.
Virtual Machines
Spin up virtual machines in seconds across Asia, Europe & North America. Dedicated vCPUs on AMD EPYC - no noisy neighbours, no shared-core surprises. Ideal for long-running model training and batch inference jobs.
Virtual Machines
Spin up virtual machines in seconds across Asia, Europe & North America. Dedicated vCPUs on AMD EPYC - no noisy neighbours, no shared-core surprises. Ideal for long-running model training and batch inference jobs.
Virtual Machines
Spin up virtual machines in seconds across Asia, Europe & North America. Dedicated vCPUs on AMD EPYC - no noisy neighbours, no shared-core surprises. Ideal for long-running model training and batch inference jobs.
AI Inference
Run open-source models on dedicated GPUs. One API call - no gpu inference setup headaches. Built for real-time ai model inference workloads demanding sub-100ms response. Runs on bare metal, not virtualised GPU slices.
AI Inference
Run open-source models on dedicated GPUs. One API call - no gpu inference setup headaches. Built for real-time ai model inference workloads demanding sub-100ms response. Runs on bare metal, not virtualised GPU slices.
Managed Docker
Push your image, set the config, done. No server management. Run model serving endpoints as containers without managing the underlying infra. The simplest path from trained model to inference pipeline in production.
Managed Docker
Push your image, set the config, done. No server management. Run model serving endpoints as containers without managing the underlying infra. The simplest path from trained model to inference pipeline in production.
Block Storage
Cloud block storage backed by NVMe in every region. Attach, detach, resize - zero downtime. Store model training datasets, weights, and experiment checkpoints. Snapshots included. DPDPA-compliant in Mumbai.
Block Storage
Cloud block storage backed by NVMe in every region. Attach, detach, resize - zero downtime. Store model training datasets, weights, and experiment checkpoints. Snapshots included. DPDPA-compliant in Mumbai.
Block Storage
Cloud block storage backed by NVMe in every region. Attach, detach, resize - zero downtime. Store model training datasets, weights, and experiment checkpoints. Snapshots included. DPDPA-compliant in Mumbai.
Managed Kubernetes
Production-ready K8s clusters - managed kubernetes services without the ops overhead. Full managed control plane. You handle the ML code; we handle the cluster. Scale inference pipeline pods automatically on AMD EPYC nodes
Managed Kubernetes
Production-ready K8s clusters - managed kubernetes services without the ops overhead. Full managed control plane. You handle the ML code; we handle the cluster. Scale inference pipeline pods automatically on AMD EPYC nodes
Load Balancer
Distribute inference traffic across instances with health checks, SSL termination, and zero downtime. Handle traffic spikes during model demos, launches, and agentic engineering workloads where request volume is unpredictable.
Load Balancer
Distribute inference traffic across instances with health checks, SSL termination, and zero downtime. Handle traffic spikes during model demos, launches, and agentic engineering workloads where request volume is unpredictable.
What AI Teams Build on Huddle01
What AI Teams Build on Huddle01
From model serving APIs to fully automated agentic engineering pipelines here's how AI teams use Huddle01's infrastructure in production.
From model serving APIs to fully automated agentic engineering pipelines here's how AI teams use Huddle01's infrastructure in production.
LLM & Model Serving
Deploy open-source LLMs, Llama, Mistral, Falcon as real-time inference AI APIs using Managed Docker or Managed Kubernetes. Scale pods on demand on AMD EPYC nodes. Sub-100ms response times for production-grade model serving endpoints. Unlimited egress means no billing shock when your model goes viral.
Deploy open-source LLMs, Llama, Mistral, Falcon as real-time inference AI APIs using Managed Docker or Managed Kubernetes. Scale pods on demand on AMD EPYC nodes. Sub-100ms response times for production-grade model serving endpoints. Unlimited egress means no billing shock when your model goes viral.
Services: AI Inference (Coming Soon) · Managed Docker · Load Balancer
ML Pipeline Orchestration
Run Kubeflow, Argo Workflows, or Airflow DAGs on Managed Kubernetes. Our managed kubernetes services handle the control plane, your team owns the ML pipeline logic. The reliability of the giants; the economics of running it yourself.
Run Kubeflow, Argo Workflows, or Airflow DAGs on Managed Kubernetes. Our managed kubernetes services handle the control plane, your team owns the ML pipeline logic. The reliability of the giants; the economics of running it yourself.
Services: Managed Kubernetes · Block Storage
Model Training & Fine-Tuning
Spin up high-memory virtual machines with dedicated AMD EPYC vCPUs for fine-tuning jobs. Attach NVMe cloud block storage for datasets. Terminate when done — per-second billing means you pay for exactly the compute you use, not a rounded-up hour. Model training budgets go further here.
Spin up high-memory virtual machines with dedicated AMD EPYC vCPUs for fine-tuning jobs. Attach NVMe cloud block storage for datasets. Terminate when done — per-second billing means you pay for exactly the compute you use, not a rounded-up hour. Model training budgets go further here.
Services: Virtual Machines · Block Storage
Agentic AI Infrastructure
We're entering a world where machines provision machines. Agentic engineering systems autonomous agents, multi-agent orchestration, AI-driven deployment pipelines need low-latency compute that doesn't buckle under unpredictable load. Huddle01's edge infrastructure delivers sub-100ms response built on the same distributed stack that powered our own 200,000-user real-time system.
We're entering a world where machines provision machines. Agentic engineering systems autonomous agents, multi-agent orchestration, AI-driven deployment pipelines need low-latency compute that doesn't buckle under unpredictable load. Huddle01's edge infrastructure delivers sub-100ms response built on the same distributed stack that powered our own 200,000-user real-time system.
Services: Virtual Machines · Load Balancer · Managed Docker
Powered by the Huddle01
Global Edge Network
Powered by the Huddle01
Global Edge Network
Built on the same distributed infrastructure that powers Huddle01’s communication stack, offering low-latency performance, reliability, and edge-level scale.
Built on the same distributed infrastructure that powers Huddle01’s communication stack, offering low-latency performance, reliability, and edge-level scale.
Built and managed by us for full reliability across edge locations.
Built & managed by us for full reliability across edge locations.
On-prem performance combined with cloud flexibility.
On-prem performance combined with cloud flexibility.
Growing global nodes ensure low latency everywhere.
Growing global nodes ensure low latency everywhere.
Rock-Solid Reliability. Lean Economics. Real Results.
Rock-Solid Reliability. Lean Economics. Real Results.
From AI startups to data-driven platforms, Huddle01 Cloud helps teams cut infrastructure spend by up to 70% while maintaining enterprise-grade performance.
From AI startups to data-driven platforms, Huddle01 Cloud helps teams cut infrastructure spend by up to 70% while maintaining enterprise-grade performance.
“We deployed our workloads on Huddle01 Cloud in minutes. It was simple, fast, and way more affordable than the usual cloud providers.”
Ankit, CTO
“We deployed our workloads on Huddle01 Cloud in minutes. It was simple, fast, and way more affordable than the usual cloud providers.”
Ankit, CTO
“Switching to Huddle01 cloud was seamless. Setup took no time, and the cost savings are huge.”
Aayush, CEO
“Switching to Huddle01 cloud was seamless. Setup took no time, and the cost savings are huge.”
Aayush, CEO
“Huddle01 Cloud helped us cut our infrastructure bill by nearly 70% without changing a single line of code”
Vraj, Co-Founder
“Huddle01 Cloud helped us cut our infrastructure bill by nearly 70% without changing a single line of code”
Vraj, Co-Founder
Huddle01 vs Top Cloud Providers
Huddle01 vs Top Cloud Providers
The market has two extremes. Huddle01 sits in the middle: the rock-solid reliability of the giants with the lean economics of on-prem. Here's what that looks like on paper for cloud artificial intelligence workloads.
The market has two extremes. Huddle01 sits in the middle: the rock-solid reliability of the giants with the lean economics of on-prem. Here's what that looks like on paper for cloud artificial intelligence workloads.
What Matters for AI Teams
Huddle01 Cloud
AWS
Google Cloud
Azure
Compute cost
Up to 70% cheaper
Baseline
Similar to AWS
Similar to AWS
Processor
AMD EPYC (dedicated)
Varies / shared
Varies / shared
Varies / shared
Egress fees
Unlimited, included
Pay per GB
Pay per GB
Pay per GB
Billing model
Per-second, transparent
Per-hour + extras
Per-second
Per-minute
Hidden fees
None
Egress + extras
Egress + extras
Egress + extras
Services bloat
5 core essentials
200+ services
150+ services
200+ services
SOC2 compliant
All regions
128GB
$0.768
$3.21
What Matters for AI Teams
Huddle01 Cloud
AWS
Google Cloud
Azure
Compute cost
Up to 70% cheaper
Baseline
Similar to AWS
Similar to AWS
Processor
AMD EPYC (dedicated)
Varies / shared
Varies / shared
Varies / shared
Egress fees
Unlimited, included
Pay per GB
Pay per GB
Pay per GB
Billing model
Per-second, transparent
Per-hour + extras
Per-second
Per-minute
Hidden fees
None
Egress + extras
Egress + extras
Egress + extras
Services bloat
5 core essentials
200+ services
150+ services
200+ services
SOC2 compliant
All regions
128GB
$0.768
$3.21
Frequently asked questions
Frequently asked questions
What is AI inference and how does Huddle01 handle it?
How does Huddle01 compare to AWS for AI workloads?
Can I run ML pipelines on Managed Kubernetes?
What is IaaS and is it right for AI teams?
What makes Huddle01 right for agentic engineering workloads?
What regions support low-latency AI inference?
