Catalytic AI

🤖 Managed Inference

On-premise and air-gapped LLM fine-tuning; private AI server builds

🏢 Manhattan, New York, US📅 Since 2026🌐 Website ↗
Avg Latency
—
Rate Limits
—
Free Tier
—
API Protocol
Custom API

Catalytic AI builds and runs on-premise AI hardware for work that cannot go to a public cloud. We fine-tune models on corpora that must stay in the building, and build the machine the model runs on: three reference designs from a 16 GB entry node (PALLADIUM-16) to a 96 GB single-GPU workstation (PLATINUM-96) and a 192 GB dual-GPU training rig (RHODIUM-192). Every machine is specced against the model rather than a price list, sourced, built, burned in under sustained load, and documented for audit. Air-gapped handover is available: the machine can arrive having never been connected to the public internet. We also sell GPU hours on our own nodes (RTX PRO 6000 Blackwell 96 GB, NVIDIA DGX Spark 128 GB unified memory) for testing a workload before committing to a build. Based in New York; the build rack is in Troy, NY.

Supported Workloads

LLMImageEmbedding

Served Models

Qwen3-14B (fine-tuned)
Custom fine-tunes up to 100B+ (QLoRA)
SD3
FLUX.1

Data Privacy Policy

Data stays on-premise; not used for training; air-gapped option; client keeps weights

Custom API

Custom Integration. This provider requires their own specific SDKs or libraries to interact with the models. See official documentation.

Quick Start Snippet
Python
import requests
headers = {
 'Authorization': 'Bearer YOUR_API_KEY',
 'Content-Type': 'application/json'
}
data = {
 'model': 'your-chosen-model',
 'prompt': 'Hello, world!'
}
response = requests.post('https://catalyticgpu.com/v1/completions', headers=headers, json=data)
WebsiteVisit Official Site ↗
Billing Model
Usage-based

Usage-based pricing without fixed server costs.

logo-512 – ComputeStacker
Catalytic AI
🤖 Managed Inference
See official site for pricing
Get Quotes

Community Discussions

0 Comments

Join the Conversation

Sign in to ask questions, share insights, and connect with verified providers.

No discussions yet. Be the first to start the conversation!

Frequently Asked Questions

More 🤖 Managed Inference Providers

💳 Per-second billing

Lightning AI

AI Researchers, PyTorch Lightning Users, Collaborative Model Development

End-to-End MLOps✓ Free tier
⚙ Custom SDK
from$1.29 / sec
💳 Per-token billing

Together AI

Finetuning Open Source Models, Serverless inference endpoints

LLMVisionEmbedding✓ Free tier
✓ OpenAI-compatible API
from$5.49 / 1M tokens
💳 Per-token billing

Fireworks.ai

Uncompromising Speed and Precision Fireworks.ai was founded by former Meta…

LLMVision✓ Free tier
✓ OpenAI-compatible API
from$7.00 / 1M tokens
View All 🤖 Managed Inference →