Own the core IP
Foundation, vertical, and domain model companies with private weights or custom architectures.
Private weights
Custom architecture
Proprietary training
Maintain control of weights, infrastructure, and customer access.
FOR PROPRIETARY & DIFFERENTIATED AI MODELS
Your model is the product.
We run everything required to sell it.
Deploy private models on dedicated GPU infrastructure, expose production APIs, manage customers, meter usage, optimize inference economics, and operate the service 24×7.
Bring your own GPU capacity, cloud infrastructure, or let IT HUB source the capacity for you.
PRODUCTION MODEL
Private-Code-72B
PRODUCTION
GPU Pool
8 × B300
Output
26.8K t/s
Utilization
82.0%
Gross Margin
70.8%
THROUGHPUT / GPU UTILIZATION / REVENUE
COST / 1M TOKENS
$0.21
SELLING PRICE / 1M
$0.72
ACTIVE CUSTOMERS
18
WHO IT'S FOR
Built for models customers cannot get anywhere else.
For AI companies whose competitive advantage lives in their model, data, tuning, workflow, or distribution rights—not commodity GPU capacity.
Own the domain advantage
Specialized models built with private enterprise data, tuning, evaluation, and workflow integration.
Private data
RL / Fine-tuning
Domain evaluation
Turn domain performance into a monetizable API product.
Own the commercial rights
Operators with regional, industry, OEM, or customer-segment rights to commercialize a model.
Regional rights
Industry rights
OEM rights
Run dedicated endpoints under your pricing and brand.
MODEL → REVENUE
One model. One platform. Multiple revenue channels.
Your IP and customer relationship remain yours. IT HUB operates the commercial infrastructure between them.
YOUR IP
Private Model
IT HUB COMMERCIALIZATION LAYER
Optimize
Deploy
Serve
Meter
Bill
Operate
YOUR MARKET
Customers
Direct API · Enterprise · OEM · Marketplace
DEDICATED GPU INFRASTRUCTURE
Production capacity selected around the model—not the other way around.
24×7 OPERATIONS
One team across hardware, cluster, and API.
COMMERCIAL OPERATIONS
Usage, customers, and economics in one view.
Software-led: control plane, optimization, metering, and finance remain the primary product.Operationally grounded: real infrastructure and service operations sit behind every endpoint.
IT HUB CONTROL PLANE
One control plane for the entire inference business.
Technical operations and commercial operations work from the same real-time system.
Models
12 ACTIVE
Model
Private-Code-72B
Precision
FP8
Context
32K
Runtime
SGLang
Manage versions, runtime profiles, and production releases.
Infrastructure
HEALTHY
GPU Pool
B300-Pool-01
GPU Count
64
Region
US-Central
Available
18.4%
Connect bare metal, Kubernetes, Slurm, and cloud GPUs.
Endpoints
99.99%
Endpoint
/v1/chat
TTFT
34 ms
Tokens/sec
26,840
Concurrency
384
Operate production OpenAI-compatible endpoints.
Customers
18 ACTIVE
Tenant
acme-ai
Product
Code-Pro
Rate Limit
500 RPM
Usage
72.4%
Control access, quota, priority, and SLA independently.
Products
6 LIVE
Plan
Enterprise
Input Price
$0.38 / 1M
Output Price
$0.92 / 1M
SLA
99.95%
Convert inference capacity into defined products.
Finance
+12.4%
Revenue
$128,420
GPU Cost
$37,510
Revenue / GPU-hr
$14.72
Gross Margin
70.8%
See infrastructure and commercial performance together.
PERFORMANCE ENGINE
Find the most efficient way to run every model.
IT HUB benchmarks models, hardware, and serving configurations to optimize throughput, latency, and cost—not simply install a runtime.
Optimization Target
Recommended Configuration
RUNTIME
SGLang
GPU COUNT
8
PRECISION
FP8
TENSOR PARALLEL
8
BATCH POLICY
Dynamic
PREFIX CACHE
Enabled
27.4K
TOKENS / SECOND
34 ms
TIME TO FIRST TOKEN
$0.19
COST / 1M TOKENS
ECONOMICS ENGINE
Optimize for margin—not only GPU utilization.
Connect infrastructure cost, product pricing, customer consumption, and capacity forecasts in one economic model.
COST / 1M TOKENS
$0.21
REVENUE / 1M
$0.72
GROSS MARGIN
70.8%
GPU REVENUE / HR
$14.72
GPU COST / HR
$4.30
GROSS PROFIT / HR
$10.42
Monthly Contribution
Revenue
$128,420
Infrastructure
− $37,510
Operations
− $8,920
Contribution
$81,990
DISTRIBUTION
Sell your model anywhere.
Deploy once, then commercialize through multiple channels while IT HUB reconciles access and usage.
Direct API
Serve developers and applications directly under your brand.
- OpenAI-compatible API
- API keys & metering
- Customer portal
Enterprise Endpoint
Deliver dedicated, isolated service for large customers.
- Dedicated capacity
- Private networking
- Enterprise SLA
API Aggregators
Connect to marketplaces and aggregators without losing visibility.
- Provider metadata
- Usage reconciliation
- Endpoint monitoring
OEM / Reseller
Enable partners to package your model for their markets.
- White label
- Custom pricing
- Dedicated quotas
INFRASTRUCTURE MODEL
Use the infrastructure model that fits your business.
GPU ownership is flexible. The IT HUB control plane and operating model stay consistent.
Deploy where you already operate.
IT HUB runs on infrastructure you control.
- Bare metal & colocation
- Kubernetes or Slurm
- Existing GPU fleet
Use existing cloud commitments.
Deploy inside your public, GPU, or enterprise cloud account.
- Reserved capacity
- Enterprise cloud account
- Existing network controls
We source the right GPUs.
IT HUB can source and operate dedicated regional capacity.
- Dedicated GPU bare metal
- Colocation & regional options
- One accountable operator
IMPLEMENTATION
Model to production in four steps.
01 / BENCHMARK
Validate
Confirm model, workload, performance, and target economics.
02 / DEPLOY
Configure
Select infrastructure and the production serving profile.
03 / PRODUCTIZE
Package
Define endpoints, pricing, quotas, and customer access.
04 / OPERATE
Optimize
Monitor reliability, unit economics, and customer usage.
MODEL ECONOMICS CALCULATOR
What could your model economics look like?
Build an initial commercial scenario. Final results require workload benchmarking.
ILLUSTRATIVE MONTHLY GROSS MARGIN
70.1%
MONTHLY TOKENS
4.88B
EST. REVENUE
$3,510
INFRASTRUCTURE COST
$1,053
REVENUE / GPU-HOUR
$0.61