POSITRON
Accelerating Intelligence
with Hardware for Transformer Model Inference
Purpose Built Generative AI Systems
Positron delivers the highest performance, lowest power, and best total cost of ownership solution for Transformer Model Inference.
2025
2026
Head to Head Systems Comparison
(Llama 3.1 8B with BF16 compute, no speculation or paged attention)
Positron delivers leading Performance per Dollar and Performance per Watt compared to NVIDIA
01
NVIDIA DGX H200
System Power ⚡ 5900W
182.00
Tokens/sec/User
Perf/Dollar: 1.00x
Perf/Watt: 1.00x
02
Positron Atlas
System Power ⚡ 2000W
280.00
Tokens/sec/User
Perf/Dollar: 3.08x
Perf/Watt: 4.54x
Every Transformer Runs on Positron
Supports all Transformer models
seamlessly with zero time and zero effort
Positron maps any trained HuggingFace Transformers Library model directly onto hardware for maximum performance and ease of use
Step 1
.pt
.safetensors
Develop or procure a model using the HuggingFace Transformers Library
Step 2
Drag & Drop to Upload
or
Upload or link trained model file (.pt or .safetensors) to Positron Model Manager
Step 3
from openai import OpenAI
client = OpenAI(uri="api.positron.ai")
client.chat.completions
.create(
model="my_model"
)Update client applications to use Positron's OpenAI API-compliant endpoint