Three core services on one vertically integrated platform — from manufacturing training data, to serving it at the right cost and latency, to keeping regulated workloads fully isolated. All operated by AI Weave Holding on hardware we own.
Every service runs on hardware we own and operate — no intermediaries, no markup on someone else's cloud, no ambiguity about who is responsible when something breaks.
Bare-metal NVIDIA H200, B200 and B300 servers with full root access, Quantum-2 InfiniBand fabric and 10–400 Gbps networking. Rented by the hour, day or month.
Explore GPU rentalFleets of data agents that generate, label, distill and verify datasets for training and benchmarking — at production scale, on dedicated GPUs.
Explore agent factoryOne API to every workload — tuned per request. Latency-optimized for agents, throughput-optimized for batch. Plus Private Data Cluster for regulated workloads.
Explore inferenceWe operate our own GPU fleet across three global regions — NVIDIA H200, B200 and B300 in stock, not on a six-month waitlist. Every server is single-tenant bare metal with full root access, NVMe storage and Quantum-2 InfiniBand fabric for multi-node training.
Fleets of data agents running on dedicated GPUs to generate, label, distill and verify datasets — from a few thousand samples to millions per day. Built for teams who need high-quality training and evaluation data without building a data pipeline team.
A single OpenAI-compatible endpoint that routes every request to the right workload profile — latency-optimized for agents, throughput-optimized for batch. Running on the same GPU fleet as our rental service, so you can move from prototype to production without changing vendors.
When your workload cannot share infrastructure with anyone — not even other customers of ours — Private Data Cluster gives you a fully isolated environment in your VPC or ours. Zero retention, full audit logs, SOC 2 Type II and HIPAA-ready infrastructure.
Every service runs on the same infrastructure. The difference is the level of abstraction and the level of control.
| Dimension | GPU Rental | Agent Factory | Inference API | Private Cluster |
|---|---|---|---|---|
| Abstraction level | Bare metal | Managed platform | Fully abstracted | Bare metal + managed |
| What you manage | Everything above BIOS | Job definitions only | Nothing | Application layer |
| GPU allocation | Dedicated | Dedicated | Shared pools | Dedicated single-tenant |
| Billing model | Per GPU-hour | Per job / per sample | Per token / per request | Reserved capacity |
| Custom models | Yes | Yes | Catalog only | Yes |
| Zero retention | N/A | Yes | Yes | Yes |
| SOC 2 · HIPAA | Available | Available | Available | Built-in |
| Time to first use | 60 min – 3 days | 3–7 business days | Same business day | 1–2 weeks |
| Best for | Training · custom stacks | Dataset generation | Prototyping · scale-out | Regulated workloads |
Every deployment includes driver installation, benchmark validation and a handover session with an engineer.
Tell us your application, model size, framework, expected throughput, timeline and compliance requirements.
We recommend the optimal GPU mix, node count, network topology and service combination within 24 hours.
We provision the hardware, install drivers (CUDA / ROCm), run benchmarks and sign compliance documents.
Add GPUs, upgrade storage or move workloads between rental, agent factory and inference API.
Tell us about your workload and we will respond within one business day.
Thank you for reaching out to AI Weave Holding. A human engineer will review your request and get back to you within one business day.