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AT0M vs CloudGPU

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

AT0M compared with CloudGPU
Detail AT0MCloudGPU logo CloudGPU
What it doesA private System One Decision AI that runs locally On-demand GPUs and AI model APIs on one prepaid balance
StageMVP MVP
FoundedNot given Not given
Based inNot given Not given
Pricing modelNot given Paid
PricingNot given GPU rental: $0.15/hr (RTX 2080) to $1.79/hr (H800). Model API calls: Claude Opus 5.5 input $2.00 / output $10.00 per 1M tokens. First top-up of $10 or more earns a $5 bonus.
Key features
  • Non-autoregressive with no free text generation
  • Multi-question call support in a single forward pass
  • Bounded output within supplied candidate set
  • Calibrated probabilities without temperature fitting
  • Local inference as a Rust binary executable
  • Deterministic inference with reproducible results
  • Support for choice, score, and yes-no decision types
  • CPU, Apple Metal, and CUDA hardware support
  • Trainable on your own decisions locally
  • Per-minute GPU billing with no subscription
  • OpenAI-compatible API endpoint
  • 2-minute GPU deployment
  • One-click template deployment
  • Multiple payment methods
  • Access to Claude, DeepSeek, Qwen, Llama models
  • No egress charges
  • Balance never expires
What makes it different
  • Bounded output structurally prevents off-list answers, unlike generative models
  • Calibration by construction without temperature fitting enables direct threshold-based automation
  • Local executable keeps inference in your perimeter with no per-decision API dependency
  • Cost structure based on electricity, not output tokens
  • Deterministic inference with identical results across repeated requests
  • One balance covers both GPU rental and model API calls
  • Unused GPU minutes return to your balance when you destroy the instance
  • Designed for developers worldwide without credit card or phone requirements
  • Consumer GPU cards like RTX 5090 cost less than US cloud providers
Community votes00
DR (Domain Rating by Ahrefs)22 −2 (down) since last check19 −1 (down) since last check
Trust Flow (Majestic)03
Citation Flow (Majestic)318
Referring domains (Majestic)17

4 details filled in for both companies.

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