Skip to main content
NexoraLaunch home

Build log live

AT0M vs GPTZZZ

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 GPTZZZ
Detail AT0MGPTZZZ logo GPTZZZ
What it doesA private System One Decision AI that runs locally AI API relay station providing access to multiple AI models with unified billing
StageMVP Startup
FoundedNot given 2026
Based inNot given Not given
Pricing modelNot given Paid
PricingNot given Pay-as-you-go with Alipay top-ups. Minimum charge ¥10, exchange rate ¥1 = $1 credit. Pricing varies by model and group: GPT models from $0.02 input / $0.12 output per million tokens in the 0.1x group; Claude models from $0.50 input / $3.00 output per million tokens in the 0.4x group; Grok models ava
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
  • Group-based API key management with separate billing multipliers from 0.1x to 0.7x
  • Unified balance across multiple AI model providers
  • OpenAI-compatible endpoint requiring only Base URL change
  • Support for Claude Messages interface for Claude models
  • Anytime balance withdrawal with no fees
  • Base64 image input support
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
  • Lowest pricing multipliers in the market at 0.1x baseline
  • Unified billing across different model providers with single balance
  • No withdrawal fees for unused balance
  • Simple integration with only Base URL change needed
Community votes00
DR (Domain Rating by Ahrefs)22 −2 (down) since last check71 −1 (down) since last check
Trust Flow (Majestic)09
Citation Flow (Majestic)328
Referring domains (Majestic)152

4 details filled in for both companies.

More alternatives to AT0M More alternatives to GPTZZZ

Ask a question