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Reference edition 2026.46

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BrandKarma vs ModelRefs

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

BrandKarma compared with ModelRefs
DetailBrandKarma logo BrandKarma ModelRefs
What it doesFind where AI does not recommend you, then start showing up in the answer The AI Reference Layer for Implementation Decisions
StageNot given Not given
FoundedNot given Not given
Based inUS US
Pricing modelPaid Freemium
PricingBrand: $99/month (two researched topical clusters, 10 categories, Search Console, six engines, 500 classified web mentions). Company: $199/month (five topics monthly, 25 categories, 1,500 web mentions). Extra cluster: $19. Mentions Plus: $29/month for 2,000 additional classified mentions. Annual bil 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
  • Monitor AI visibility across six engines: ChatGPT, Gemini, Google AI Overviews, Google AI Mode, Grok, Perplexity and Claude with weekly cadence
  • Two researched topical clusters per month with pillar and supporting articles
  • Keyword intelligence showing mention rate, cited domains, difficulty, CPC and Google position
  • Google Search Console integration with 16 months of daily history
  • Cookieless first-party web analytics and ad attribution
  • Classified web mentions from the open web with tone and claims analysis
  • Competitor benchmarking with share of voice and mention count tracking
  • 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
  • Loop-based approach: measure, research, publish, measure again rather than monitoring alone
  • Quality over quantity with two researched clusters monthly instead of 30 auto-published articles
  • Combines AI visibility with actual business outcomes: search rankings and site traffic together
  • Cookieless analytics requiring no consent banner and no device storage
  • Control over research cadence with editor-reviewed content before publication
  • 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)10 no change since last check1 no change since last check
Trust Flow (Majestic)112
Citation Flow (Majestic)3117
Referring domains (Majestic)6011

6 details filled in for both companies.

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