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Chatbeat vs ModelRefs

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

Chatbeat compared with ModelRefs
DetailChatbeat logo Chatbeat ModelRefs
What it doesTrack your brand's visibility across AI chatbots like ChatGPT, Gemini, and Perplexity The AI Reference Layer for Implementation Decisions
StageNot given Not given
FoundedNot given Not given
Based inUS US
Pricing modelFreemium Freemium
PricingFree 10-day trial (no credit card required). Essential: $99/month for 30 prompts, 1 project, 2 seats. Advanced: $249/month for 100 prompts, unlimited projects and seats. Business: $599/month for 300 prompts, unlimited projects and seats. Enterprise: Custom pricing, billed annually, with unlimited pr Free tier: 1,000 API calls per month. Starter: $19/month. Pro: $49/month. Business: $199/month. Builder: $19/month with 1,000 task executions. Scale: $49/month with 5,000 task executions.
Key features
  • Track brand visibility across ChatGPT, Gemini, Perplexity and other AI models
  • Competitive visibility measurement and share of voice analysis
  • Suggested prompts discovery for high-impact queries
  • Key sources analysis to identify what influences AI answers
  • Sentiment analysis tracking positive, neutral, and negative mentions
  • Context analysis showing how brand is described and compared
  • Real AI data based on actual AI model responses
  • Looker Studio integration for data export
  • White-labeled client reporting for agencies
  • Evidence API with citations and governed benchmark runs
  • Knowledge Graph connecting models, providers, benchmarks and workflows
  • Rate limiting and monthly API allowances
  • MCP server for agent integration
  • Bearer token authentication
  • Reference profiles and implementation context
  • Status and methodology visibility for evidence gaps
What makes it different
  • Analyzes over 25 billion real online mentions to understand what fuels AI model responses
  • Brands report 47% average growth in AI visibility
  • Tracks real customer-like questions across major AI platforms
  • Get started in minutes with free trial, no credit card required
  • Daily AI response analysis from 2,700 to unlimited depending on plan
  • Every benchmark score includes methodology limitations and claim scope so evidence cannot be presented without context
  • Connected reference system organizing AI knowledge fragmented across announcements, docs and research
  • All tiers access the same evidence base; differences are only in call volume and support
  • Governance-aware methodology for compliance and risk review
  • Free read access to all tutorial, reference and comparison content
Community votes00
DR (Domain Rating by Ahrefs)40 no change since last check1 no change since last check
Trust Flow (Majestic)132
Citation Flow (Majestic)3217
Referring domains (Majestic)12711

6 details filled in for both companies.

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