Reimagine the possibilities of AI for your business

aiDAPTIV+ puts the power of enterprise-grade AI workloads into your hands affordably, privately, wherever you go, by extending GPU memory, enabling cost-effective on-premises AI and providing a complete ‘LLM training-in-a-box’ toolset for ease of use.

How it works

Plug-and-play AI, backed by serious engineering

aiDAPTIV+ combines optimized memory management middleware, flash-boosted memory, either CLI or an optional GUI-based all-in-one AI toolset and seamless GPU integration to deliver fast, secure AI training at scale.

The aiDAPTIV+ middleware layer provides PyTorch, CUDA and NeMo compliance without modifying your models. Combined with aiDAPTIVCache SSDs, it delivers up to 8TB of extended memory with low latency and extreme endurance.

Connect your data

  • Feed your data to the GUI
  • Automatic formatting into AI-ready datasets

Select models & tasks

  • Pick an open-source LLM model
  • Configure your fine-tuning objectives and parameters

Fine-tune and inference

  • Simple point-and-click start
  • Monitor training progress & GPU usage
  • Compare inference side-by-side

Intelligent model weight management

  • Slices and streams model weights between VRAM and SSD in real time
  • Prioritizes active weights in VRAM, offloads inactive ones to the SSD

Optimized training and inference

  • Prevents Out-of-Memory errors with larger batch sizes and sequence lengths
  • Retrieves KV cache entries from the SSD

Extends GPU memory

  • aiDAPTIVCache SSDs act as VRAM overflow for larger model weights
  • 24/7 fine-tuning workloads without wearing out

Accelerates inference

  • Stores evicted KV cache entries instead of discarding
  • Enables a longer context window with faster recall under a heavy load

Why your business needs aiDAPTIV+

How aiDAPTIV+ adds value to your business

Custom training AI with aiDAPTIV+ removes the complexity, cost, and privacy barriers so that you can unlock real value from your data within hours, not weeks. Achieve breakthrough added AI model capacity using local, small-scale infrastructure.

Compare: aiDAPTIV+ vs Cloud vs All-GPU card data center builds

aiDAPTIV+

Cloud

GPU-card data center builds

Enterprise-class power

Simple plug-and-play

Cost-effective

Data privacy

Simple scaling

Accelerated inference

Compare: aiDAPTIV+ vs Cloud vs All-GPU card data center builds

aiDAPTIV+

Cloud

GPU-card data center builds

Improved inference

10X faster inference on any system

Using flash-accelerated memory and middleware optimization, aiDAPTIV+ dramatically reduces Time-To-First-Token (TTFT) across GPU configurations. Even under heavy load, aiDAPTIV+ consistently delivers responses up to 10X faster by eliminating the need to recalculate evicted tokens, making your AI feel faster, more fluid, and more accurate.

System Configurations Tested:

  • GPUs: RTX 4060Ti, 5060Ti, 5080
  • Model: Llama 3.1 8B Q4, 32K token length
  • KV Cache Size: 4 GB
Using flash-accelerated memory and middleware optimization, aiDAPTIV+ dramatically reduces Time-To-First-Token (TTFT) across GPU configurations. Even under heavy load, aiDAPTIV+ consistently delivers responses up to 10X faster by eliminating the need to recalculate evicted tokens, making your AI feel faster, more fluid, and more accurate.

Fine-tuning at scale

Train 100B+ parameter models by expanding memory

aiDAPTIV+ delivers a massive capacity boost by extending GPU memory with ultra-fast SSD caching, allowing a standard 4-GPU workstation to fine-tune 100B+ parameter models. While similarly priced competitor systems cap out below 10B due to VRAM limitations, aiDAPTIV+ unlocks datacenter-scale performance on desktop-class hardware, with no cloud costs or GPU racks required.

Resources for setup and support

Everything you need to deploy and go

Whether you’re integrating with a laptop PC, desktop PC or engineering workstation or deploying at scale, our how-to guides and documentation make setup quick and simple.

Getting started guide

Step-by-step instructions to help you set up and start training models quickly.

aiDAPTIVPro Suite 
installation guide

Install and configure aiDAPTIVPro Suite with ease.

aiDAPTIVPro Suite user manual

Learn how to use every feature for end-to-end model training and inferencing.

Community resources

Connect with other users, share tips, and get support from the growing community.

Ways to buy

Choose your setup

aiDAPTIV+ makes AI processing possible on a range of small-scale devices by extending the memory needed by the GPU, enabling the use of cost-effective hardware with just the needed number of GPU cards in place of expensive AI servers or GPU cloud services.

aiDAPTIV+ is available in multiple personal computer and workstation form factors, and is ready to go out-of-the-box.

Desktop PC

Up to 13B models
$3,000-$5,000

Desktop Workstation

Up to 100B models
$5,000-$50,000

Laptop PC

Up to 8B models
$2,000-$5,000

Where to buy

Deploy now, perform faster

Available now via your trusted sources, including Newegg and MAINGEAR. Choose the aiDAPTIV+ setup that fits your team—and start training AI today.

  • Desktop PC
  • Desktop workstation
  • Desktop PC
  • Desktop workstation
  • Desktop workstation

Contact us

Have a question about how aiDAPTIV+ works in your environment? Need help selecting the right solution or understanding performance expectations?

We’re here to help—from technical queries to purchasing decisions. Fill out the form and a member of the aiDAPTIV+ team will get back to you promptly.