GPU Compute
Without the Complexity
Supercomputer power for AI, science, and research. No setup. No DevOps. Just results.
Up to 67% Savings
GPU compute at a fraction of cloud provider prices. We handle the infrastructure so you get the savings.
Automatic Checkpointing
Built-in checkpointing automatically saves your progress. If anything interrupts your job, we resume seamlessly. No data loss.
Simple API
Upload your training script, point to your data, and we handle everything else. Works with PyTorch, TensorFlow, and JAX.
One Platform. Every Workload.
Pre-configured environments with the tools you need. No setup required.
AI/ML Training
PyTorch, TensorFlow, JAX, Transformers
Train models with automatic checkpointing.
LLM Inference
vLLM, Transformers, CUDA, Hugging Face
Deploy and run large language models.
Genomics
BWA, SAMtools, Pysam, BioPython
Gene sequencing, bioinformatics pipelines.
Medical Imaging
MONAI, NiBabel, PyDicom, SimpleITK
Medical image analysis, segmentation.
Pharma
RDKit, OpenMM, MDAnalysis, DeepChem
Drug discovery, molecular simulations.
Climate Science
xarray, NetCDF4, Cartopy, ClimateLearn
Weather modeling, climate simulations.
Engineering
FEniCS, OpenFOAM, Gmsh, PyVista
FEA, CFD, structural analysis.
Scientific Computing
NumPy, SciPy, Numba, SymPy
Numerical simulations, HPC workloads.
Robotics
PyBullet, MuJoCo, ROS, Isaac Gym
Simulation, motion planning, RL.
Computer Vision
OpenCV, Torchvision, Detectron2, YOLO
Object detection, segmentation.
Audio/Speech
Whisper, Librosa, TorchAudio, SpeechBrain
Speech recognition, audio processing.
Time Series
Prophet, Statsmodels, Darts, PyTorch Forecasting
Forecasting, anomaly detection.
Financial Modeling
QuantLib, Zipline, NumPy, Pandas
Monte Carlo, risk analysis, quant research.
Geospatial
GDAL, Rasterio, GeoPandas, Shapely
GIS processing, satellite imagery.
3D Rendering
Blender, Arnold, V-Ray, OpenGL
Render farms without complexity.
Video/VFX
FFmpeg, OpenCV, MoviePy, DaVinci
Video processing, effects, encoding.
Get Early Access
Be the first to know when new verticals launch.
Why Middleman?
vs AWS SageMaker
Pre-configured GPU instances
ML, genomics, medical, finance & more
Simple REST API, no CLI needed
Simple Pricing
Pay only for what you use. No setup fees.
Need volume pricing? Contact us