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AT0M vs FastRecall

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 FastRecall
DetailAT0MFastRecall
What it doesA private System One Decision AI that runs locally Context across AI models. Made for routers and multi-agent systems.
StageBeta Not given
FoundedNot given Not given
Based inNot given Not given
Pricing modelNot given Not given
PricingNot given Not given
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
  • Lightning fast context recall
  • Free context retrievals
  • Model-free context compaction
  • Multi-model support
  • FlashCompact intelligent context organization
  • Model provider caching integration
  • Persistent context across providers
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
  • No LLM-based compaction overhead
  • Multi-model compatibility
  • Inexpensive storage pricing
  • Fast recalls with no retrieval fees
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 check2 no change since last check
Trust Flow (Majestic)00
Citation Flow (Majestic)325
Referring domains (Majestic)127

3 details filled in for both companies.

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