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LogNorm vs STELLA Automotive AI

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

LogNorm compared with STELLA Automotive AI
DetailLogNorm logo LogNormSTELLA Automotive AI logo STELLA Automotive AI
What it doesThe decision layer for growth: data, strategy and ranked plans for AI agents and teams Conversational AI voice assistant for automotive dealerships that answers calls 24/7 and books service appointments
StageNot given Not given
FoundedNot given 2022
Based inNot given US
Pricing modelNot given Contact for pricing
PricingFree ($0/month) with top 5 moves and one website. Starter ($99/month) with 1 website and 1,500 credits/month. Growth ($149/month, most popular) with 3 websites and 4,000 credits/month. Scale ($299/month) with 10 websites and 12,000 credits/month. Credit packs: 1,000 credits for $12, 5,000 credits fo Low setup fee plus monthly subscription; contact for pricing details
Key features
  • Site and GEO audit for SEO and AI crawler readiness
  • Keyword research and topic clustering
  • Competitor analysis from search data
  • AI visibility tracking across ChatGPT, Gemini and Google AI Overviews
  • Growth Plan with ranked moves
  • Content briefs and AI-drafted posts with claims checking
  • Company Brain for positioning and product facts
  • Integration with AI agents via MCP
  • Publishing to WordPress, Ghost, GitHub, Webflow and more
  • Fix verification on live site and outcome measurement at 28 and 90 days
  • Multi-language support including English, Spanish, and Canadian French
  • Customizable messaging and business rules
  • Omnichannel engagement via voice, chat, and SMS
  • Integration with major dealership systems
  • SOC-2 compliant data security
What makes it different
  • Thinks for AI agents so they work on the right tasks, not guesses
  • Ranks every task head-to-head with reasons shown
  • Verifies agent work on live site and measures results
  • Integrates with your existing Claude Code, Codex or Cursor at no extra cost
  • Appointment booking without human involvement - converts 56% of booking opportunities into confirmed appointments
  • Approved FordDirect Vendor
  • Purpose-built for automotive workflows with proprietary technology
  • Frees up dealership staff for high-value customer interactions
Community votes00
DR (Domain Rating by Ahrefs)3 −1 (down) since last check41 no change since last check
Trust Flow (Majestic)011
Citation Flow (Majestic)1318
Referring domains (Majestic)27150

4 details filled in for both companies.

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