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.

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Start for Free

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SOC2 Type II certified cloud infrastructure - Huddle01 Cloud

70% lower cost vs AWS & GCP

Unlimited egress included

Sub-20ms Mumbai region

AMD EPYC processors

SOC2 + DPDPA compliant

Per-second billing

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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.

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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.

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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.

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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.

Illustration of a blue server tower inside a repeating isometric cube grid pattern, all in shades of dark and light blue.

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.

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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.

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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.

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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.

Isometric cube pattern in purple tones, with one central cube highlighted in bright pink.

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.

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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.

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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.

Minimal teal illustration of a microchip-like square in the center of a grid of rounded rectangles, suggesting hardware or processing.

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.

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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

The Kubernetes helm wheel icon centered on a background of layered octagonal shapes in blue and purple tones.

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

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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.

Abstract tunnel-like shape formed by intersecting curved cyan lines, with a bright blue oval shape in the center on a dark blue background.

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.

Deploy now

Deploy now

Explore pricing

Explore pricing

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.

  1. 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

  1. 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

  1. 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

  1. 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

Deploy now

Deploy now

Explore pricing

Explore pricing

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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.

Deploy now

Deploy now

Explore transparent pricing

Explore transparent pricing

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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.

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"We've seen clear improvements in both performance and cost efficiency since migrating to Huddle01 Cloud from GCP."

Dheeraj, VP of Software Development

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"We've seen clear improvements in both performance and cost efficiency since migrating to Huddle01 Cloud from GCP."

Dheeraj, VP of Software Development

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“Switching to Huddle01 cloud was seamless. Setup took no time, and the cost savings are huge.”

Aayush, CEO

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“Switching to Huddle01 cloud was seamless. Setup took no time, and the cost savings are huge.”

Aayush, CEO

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“We deployed our workloads on Huddle01 Cloud in minutes. It was simple, fast, and way more affordable than the usual cloud providers.”

Ankit, CTO

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“Huddle01 Cloud helped us cut our infrastructure bill by nearly 70% without changing a single line of code”

Vraj, Co-Founder

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“Huddle01 Cloud helped us cut our infrastructure bill by nearly 70% without changing a single line of code”

Vraj, Co-Founder

Marut Drones customer case study

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?

Huddle01 Cloud logomark