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AT0M vs Centrifugo

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 Centrifugo
Detail AT0MCentrifugo logo Centrifugo
What it doesA private System One Decision AI that runs locally Scalable self-hosted real-time messaging and state sync platform
StageMVP Established
FoundedNot given 2023
Based inNot given CY
Pricing modelNot given Open source
PricingNot given Open source version is free. Centrifugo PRO available with flat licensing (no per-connection or per-message fees) and requires contacting sales for a quote.
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
  • WebSocket, HTTP-streaming, SSE, WebTransport, and gRPC transports
  • Channel history and message recovery
  • Flexible authentication and authorization
  • State synchronization with transactional consistency
  • Connection event proxying to backend
  • Online presence detection for users
  • Efficient binary Protobuf protocol
  • Resumable streams and transport fallback for AI applications
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
  • Set up once and works forever with no ongoing configuration needed
  • Handles millions of concurrent connections with minimal hardware
  • Self-hosted so messages and data never leave your infrastructure
  • No per-connection or per-message billing
  • Works in production at scale with proven reliability
Community votes00
DR (Domain Rating by Ahrefs)22 −2 (down) since last check51 no change since last check
Trust Flow (Majestic)010
Citation Flow (Majestic)337
Referring domains (Majestic)1346

4 details filled in for both companies.

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