Emberos vs ModelRefs
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
Emberos compared with ModelRefs
| Detail | 
Emberos | M
ModelRefs |
|---|
| What it does | Operating system for AI brand management and governance across LLMs
| The AI Reference Layer for Implementation Decisions
|
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| Stage | Startup
| Not given
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| Founded | 2025
| Not given
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| Based in | Not given
| US
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| Pricing model | Paid
| Freemium
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| Pricing | Not given
| 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.
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| Key features | - Monitors ChatGPT, Gemini, Claude, Perplexity, Grok and industry-specific models
- Brand Knowledge Graph connects brand truths, signals, actions and outcomes
- Tiered AI Visibility Index (TAVI) scores brand visibility and competitiveness
- Early warning system detects emerging shifts and inaccuracies before they spread
- Configurable data residency for compliance without storing customer PII
| - 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
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| What makes it different | - Governance layer for generative AI with brand safety enforcement across conversations
- Ties predictions directly to financial KPIs like pipeline lift and churn reduction
- Non-invasive 2-3 week onboarding with human strategist included on every plan
- Priced by deliverables not usage, with no per-seat charges or model add-ons
- Dynamic prompt layer maintained automatically as category changes
| - 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
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 26 ▲ +1 (up) since last check | 1 ● no change since last check |
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| Trust Flow (Majestic) | 11 | 2 |
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| Citation Flow (Majestic) | 21 | 17 |
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| Referring domains (Majestic) | 107 | 11 |
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4 details filled in for both companies.
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