Name

Qubrid AI

Legal name

Qubrid, Inc.

Website

https://qubrid.com

Company type

Private

Founded year

2024

Operating status

Operating

Headcount range

11–50 employees

Ownership category

akta.pro rank

Product category

AI Cloud Infrastructure

NAICS

Computer Systems Design and Related Services (54151), Computer Systems Design Services (541512)

SIC

Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373)

akta.pro primary industry

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)

akta.pro secondary industries

GPU-Accelerated & AI Training/Inference Servers (HDACABAG), AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), AI Compute Virtualization & Scheduling (GPU virtualization, cluster schedulers) (HDAAAAAG)

Keywords

• GPU cloud infrastructure
• AI inference platform
• Serverless AI APIs
• Model fine-tuning service
• RAG pipeline platform

Headquarters

HQ city

Mclean

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Infrastructure, Personnel, Marketing or Sales, Operations

Revenue model

1. Serverless API Inference: Pay-per-use token-based pricing for AI model inference via serverless APIs. Users pay based on input/output tokens processed with no infrastructure management required.
2. GPU Virtual Machine Rentals: On-demand GPU compute rentals with per-hour billing (e.g., H100 at $3.83/hr, H200 at $4.55/hr, B200 at $5.63/hr). Supports auto-stop for cost savings and configurable storage.
3. Bare Metal Servers: Dedicated NVIDIA HGX infrastructure (B300, B200, H200, H100, A100) with annual pricing for large-scale training and inference workloads. Multi-year contracts available.
4. Managed GPU Infrastructure Hosting: Customer-owned GPU hardware hosted and operated by Qubrid with full NVIDIA stack management, 24/7 monitoring, and AI platform support. Tier III+ data center with SOC Type 2 compliance.
5. AI Appliances: Pre-built turnkey AI systems certified for production workloads including hardware procurement, deployment, and remote bring-up services. Average deployment time 7-10 business days.
6. AI/ML Templates: Pre-configured AI environments (ComfyUI, DeepSeek, Llama, PyTorch, TensorFlow, etc.) for rapid deployment with popular frameworks preinstalled.

Pricing tiers

Go-to-market motion2 records

Distribution channels6 records

Marketing channels7 records

Core offering

Qubrid AI operates an open, inference-first full-stack AI platform that provides serverless API inferencing across 40+ open-source models, on-demand NVIDIA GPU virtual machines (H100, H200, B200), bare-metal GPU servers, and managed AI infrastructure hosting. The platform also offers a no-code Model Studio for fine-tuning, a multimodal RAG pipeline, and pre-configured AI/ML templates for developers and enterprises building production AI workloads.

Product overview

Qubrid AI is an open, inference-first full-stack AI platform offering a unified environment for compute, inference, fine-tuning, and RAG on open-source models. The core platform provides three deployment tiers: Serverless API Inferencing (pay-per-token, no infrastructure management), GPU Virtual Machines (on-demand NVIDIA H100/H200/B200 instances with pre-configured AI/ML templates), and AI Factory (bare-metal and managed hosting for enterprise-scale GPU clusters). Built on top of the core platform, AI Model Studio provides no-code fine-tuning, a Model Playground for experimentation, AI Search documentation assistant, and an RAG pipeline for knowledge retrieval — all accessible via a single OpenAI-compatible API. Professional solutions include Enterprise OCR & RAG (document intelligence), AI Automation & Workflows (orchestration), Custom Built AI Agents for Production (autonomous agents), Clinical & Research Analysis, and AI-Powered Marketing & Prospect Outreach. Supporting products include AI/ML Templates (18 pre-configured environments), AI Appliances (turnkey hardware), and Managed GPU Infrastructure Hosting. The platform integrates with developer tools (Zed, VS Code, Cursor, Claude Code, Open WebUI, Hermes, OpenClaw) and supports Hugging Face model deployment via BYOM.

Differentiator

Problem solved

Functional benefit

Products and services

• Serverless API Inferencing Run powerful open-source AI models (Qwen, DeepSeek, Llama, Nemotron, GLM, Kimi, MiniMax) via simple OpenAI-compatible APIs without managing infrastructure. Pay-per-token pricing for production AI inference workloads for developers and enterprise AI teams.
• GPU Virtual Machines On-demand, scalable NVIDIA GPU compute instances (H100 at $3.83/hr, H200 at $4.55/hr, B200 at $5.63/hr) with pre-configured AI/ML templates, SSH root access, configurable NVMe storage, and auto-stop functionality for fine-tuning, dedicated inference, and custom AI workloads.
• Bare Metal Servers Dedicated NVIDIA HGX infrastructure (B300, B200, H200, H100, A100 8-GPU configurations) with annual pricing for large-scale training and inference workloads, available with multi-year contracts and managed deployment support.
• AI Factory (Bare-Metal & Managed Hosting) Bare-metal GPU infrastructure and managed AI inference hosting for enterprise-scale workloads including reserved GPU clusters up to thousands of GPUs, full NVIDIA stack management, 24/7 operations, and co-management options for customer-owned hardware in NVIDIA Certified Data Centers.
• Managed AI Inference & GPU Infrastructure Hosting Managed hosting and operations service for customer-owned GPU infrastructure. Qubrid handles facility hosting, networking, security, 24/7 monitoring, firmware management, and day-to-day operations in Tier III+ NVIDIA Certified Data Centers with SOC Type 2 compliance and 99.97% uptime SLA.
• AI Appliances Pre-built turnkey AI workload environments certified for production workloads. Includes pre-configured GPU servers with burn-in testing, same-day validation, priority dispatch, remote onsite deployment, and inference/training live within an average of 7-10 business days.
• AI/ML Templates Pre-configured AI environment templates (18 templates) preloaded with popular frameworks such as PyTorch, TensorFlow, ComfyUI, DeepSeek R1, Llama, Qwen, Gemma, GPT OSS, Langflow, n8n, Ubuntu, and VS Code, enabling instant launch of GPU-accelerated development environments.
• Enterprise OCR & RAG Professional solution for converting complex documents into structured, searchable knowledge with high-accuracy OCR and scalable RAG pipelines. Built for large volumes, domain-specific data, and production AI workloads, featuring multi-format OCR, layout-aware parsing, and RAG-ready JSON/markdown outputs.
• AI Automation & Workflows Professional solution for designing, running, and scaling automated AI workflows across models, tools, and data sources with reliable orchestration. Features multi-step pipelines, model routing and fallbacks, event-driven automation, and batch plus real-time processing.
• Custom Built AI Agents for Production Professional solution for designing, deploying, and scaling intelligent AI agents that plan, reason, call tools, and execute multi-step tasks. Features multi-model agent stacks, tool and API calling, memory and RAG integration, step tracing, workflow orchestration, and production deployment on dedicated GPU infrastructure.
• Clinical & Research Analysis Professional solution for accelerating clinical and research workflows with AI-powered document analysis, data extraction, and knowledge retrieval. Features medical document OCR, research paper parsing, domain-tuned models, batch processing, and traceable AI pipelines.
• AI-Powered Marketing & Prospect Outreach Professional solution for automating prospect research, personalization, and outreach workflows using AI models and scalable inference. Features AI prospect research, personalized outreach generation, multi-channel content creation, workflow automation, model routing by task, and batch processing.
• Fine-Tuning Service No-code model fine-tuning service enabling customization of text and code generation models using proprietary data for domain-specific tasks such as Q&A, customer support, summarization, and classification. Supports GPU selection (1/4/8 GPUs), LoRA rank, quantization, and CSV-based dataset upload.

Quantifiable outcome

• Reduced document processing time by over 60% with improved retrieval accuracy across RAG workflows
• +4 more outcomes

Named customers16 records

Segments6 records

Ideal customer profiles5 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration8 records

AI capability14 records

Feature8 records

Partnerships

Two partnerships are on record, tiered core.

• NVIDIAcoreTechnology or IntegrationNVIDIA partnership enables Qubrid's AI platform with TensorRT optimization, CUDA Toolkit, and Triton for inference acceleration. Qubrid operates as an NVIDIA partner providing enterprise-grade GPU infrastructure hosting. NVIDIA Certified Data Centers available in Qubrid's network for dedicated GPU server deployments.
• SupermicrocoreTechnology or IntegrationSupermicro provides GPU server hardware (HGX systems) deployed through Qubrid's managed infrastructure hosting. Qubrid coordinates directly with Supermicro for OEM pricing and delivery timelines.

Scale indicators4 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• CoreWeave: Largest independent GPU cloud provider offering NVIDIA H100/H200/B200 bare metal, virtual servers, and managed AI infrastructure. CoreWeave is the closest direct competitor in the AI GPU cloud category, with overlapping customer base and product tiers from on-demand VMs to dedicated clusters.
• Lambda: GPU cloud and AI workstation company providing on-demand NVIDIA GPU instances, reserved clusters, and private cloud for AI training and inference. Lambda directly competes with Qubrid across self-serve GPU VMs and enterprise bare metal deployments.
• Together AI: AI cloud platform focused on open-source model inference and fine-tuning with serverless APIs and dedicated GPU clusters. Together AI competes head-to-head on the open-model inference layer that is Qubrid's core wedge.
• Fireworks AI: Serverless inference API provider for open-source and fine-tuned models with focus on low-latency production deployment. Direct overlap with Qubrid's serverless API product and target developer customer.
• RunPod: GPU cloud platform offering on-demand GPU VMs, serverless endpoints, and AI APIs targeting developers and small-to-mid enterprises. Similar self-serve PLG motion and entry-level developer pricing.
• Modal Labs: Serverless compute platform purpose-built for AI workloads with GPU-backed functions and a developer-first API. Comparable target audience (AI developers) and pricing model.
• Paperspace (DigitalOcean): GPU cloud provider (now part of DigitalOcean) offering virtual machines, notebooks, and inference endpoints on NVIDIA hardware. Comparable self-serve GPU VM product and developer target.

Emerging players

• Anyscale: Creator of Ray and managed AI compute platform offering scalable training, serving, and inference infrastructure. Overlaps with Qubrid on enterprise AI infrastructure but emphasizes Ray-based distributed compute.
• Crusoe: Vertically integrated GPU cloud provider operating its own data centers optimized for AI workloads, including a major deal with NVIDIA. Competes on dedicated NVIDIA GPU capacity for AI training and inference at enterprise scale.

Broad incumbents

• Amazon Web Services (EC2 P5/P4d instances, Bedrock, SageMaker): Hyperscale cloud with GPU-accelerated EC2 instances (H100, H200), Bedrock managed model serving, and SageMaker MLOps. Represents the largest incumbent threat and a partnership counterparty for Qubrid.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks7 records

Key highlights7 records

Customer concentration

• Xx.com/Qubrid_AI
• GitHubgithub.com/QubridAI-Inc
• YouTubeyoutube.com/@QubridAI
• LinkedInlinkedin.com/company/qubrid

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds1 record

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Qubrid AI