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AT0M vs Aster

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 Aster
DetailAT0MAster
What it doesA private System One Decision AI that runs locally Intelligent Auto Routing
StageBeta Growing
FoundedNot given Not given
Based inNot given Not given
Pricing modelNot given usage-based
PricingNot given aster-work: $0.40 input / $0.80 output per million tokens. aster-code: $0.80 input / $1.60 output per million tokens. No subscription or seat fees. Prepaid credits start at $5 with no expiry. Routing included in product rates.
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
  • Task-aware model routing
  • Curated model collection
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
  • Reinforcement learning router trained on real task data
  • 97.5% lower token cost vs frontier models
  • Same product name regardless of underlying model
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)22 no change since last checkNot checked yet no change since last check
Trust Flow (Majestic)00
Citation Flow (Majestic)311
Referring domains (Majestic)123

4 details filled in for both companies.

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