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AT0M vs Hinode

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 Hinode
Detail AT0MHinode logo Hinode
What it doesA private System One Decision AI that runs locally Cloud GPU rental with persistent workspace for AI work
StageMVP Startup
FoundedNot given 2026
Based inNot given US
Pricing modelNot given Paid
PricingNot given Workspace: $0.24/hr. Machines: L4 (24 GB) from $1.40/hr, L40S (48 GB) from $2.64/hr, RTX PRO 6000 (96 GB) from $4.74/hr. System RAM options from 32 GB to 256 GB. Storage: $0.15 per GB-month written, shared folder $0.10 per GB-month, traffic out $0.10 per GB. New accounts get $10 credit to try after
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
  • Persistent workspace that pauses when idle, preserving files and apps
  • Snapshots to save and restore workspace setup
  • Shared folder accessible to all machines
  • One-click app installation including ComfyUI, PyTorch, Ollama, vLLM, JupyterLab, VS Code
  • Batch job support with automatic machine pause after completion
  • Multiple access methods: SSH, VS Code, native apps, AI assistants
  • Automatic pause after 15 minutes of inactivity, stopping GPU charges
  • Pay-by-minute billing with no monthly plan requirements
  • Claude MCP connector for AI assistant integration
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
  • Unlike rented GPU pods that delete everything when stopped, Hinode keeps your workspace with all files, apps and models intact
  • Machines start with your apps and setup already installed via snapshots, no upload needed
  • Automatic pause after 15 minutes of inactivity eliminates wasted spend on idle GPUs
  • Shared folder lets all machines access models and datasets without copying
  • Pay by the minute from $10 prepaid credit with $10 trial for new users
Community votes00
DR (Domain Rating by Ahrefs)22 −2 (down) since last check9 +1 (up) since last check
Trust Flow (Majestic)01
Citation Flow (Majestic)323
Referring domains (Majestic)158

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