AT0M vs Fireworks

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 Fireworks
Detail	AT0M	Fireworks
What it does	A private System One Decision AI that runs locally	Own Your Specialized Intelligence
Stage	Beta	Not given
Founded	Not given	Not given
Based in	Not given	Not given
Pricing model	Not given	freemium
Pricing	Not given	Serverless inference with per-token pricing (pay for output, input, and cached tokens). Training pricing from $0.50 to $10.00 per 1M training tokens depending on model size and fine-tuning type. On-demand deployments at $0.134 to $0.334 per minute ($8 to $20 per hour) for various GPU types.
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	Guided training runs Configuration-led training Custom training logic Serverless inference On-demand dedicated deployments Reserved capacity OpenAI compatible API Model library with latest open models Reinforcement learning support Multi-region deployments
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	Drop-in replacement for closed-model APIs with cost savings of 50-75% Instant production deployment from any training checkpoint in seconds Optimized inference engine for industry-leading throughput and latency Elastic and global RL inference scaling Own the complete learning loop for specialized intelligence
Free plan	Not given	Not given
Open source	Not given	Not given
Platforms	Not given	Not given
Public API	Not given	Not given
Community votes	0	0
DR (Domain Rating by Ahrefs)	22 no change since last check	79 no change since last check
Trust Flow (Majestic)	0	33
Citation Flow (Majestic)	3	52
Referring domains (Majestic)	1	5608

3 details filled in for both companies.

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