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AT0M vs INITE

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 INITE
Detail AT0MINITE logo INITE
What it doesA private System One Decision AI that runs locally AI automation and visibility for mid-sized companies
StageMVP Established
FoundedNot given 2020
Based inNot given US
Pricing modelNot given Freemium
PricingNot given Free plan with 2 daily analyses. AI Visibility Starter $29/month (10 daily analyses, 3 queries). AI Visibility Growth $79/month (25 daily analyses, full 6 queries). AI Visibility Autopilot $149/month (50 daily analyses, full 6 queries, weekly re-audit). Services: Free Diagnostic (15 min), Local Star
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
  • AI citation audit testing what AI models say about your brand in real queries
  • AI identity files checker for ai.json, llms.txt, robots.txt
  • AI crawler policy analysis for GPTBot, ClaudeBot, Perplexity
  • Schema.org markup structured data analysis
  • Technical SEO audit with canonical URLs and hreflang
  • Open Graph tags verification for AI sharing
  • Core Web Vitals and Lighthouse performance scoring
  • Market intelligence on pain points and decision criteria
  • AI-powered workflow automation for sales and support
  • MCP server integration for Claude and Cursor
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
  • Free visibility audit for AI assistants with no card required
  • Transparent ROI modeling before any automation work is built
  • Production workflows deployed in 2-4 weeks with team handover
  • Audits measured on the same frozen prompt set for comparable results
  • Focus on small to mid-sized companies 10-200 employees
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)21 −2 (down) since last check43 +1 (up) since last check
Trust Flow (Majestic)022
Citation Flow (Majestic)329
Referring domains (Majestic)1355

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