New GVS Audit
Primary source for Brand Sovereignty Score · Fallback: brand positioning research
Run your first audit
Enter a brand name in the sidebar and click Run GVS Audit
AI Brand Position
Gaps — AI ignores your positioning themes
AI Knowledge
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AI Recommendation
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Inference Gap
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Brand Control
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GVS × Brand Sovereignty — Where does your brand stand?
Visible AND correctly defined. The goal for all brands.
Every AI recommendation amplifies a narrative you do not control.
Barely visible and incorrectly defined. Immediate action required.
Your message is right — AI mentions you too rarely.
🔍 AI Positioning Alignment — Which of your themes does AI recommend you for?
Industry Benchmark
Probe Keywords Used
Audit Trace
Claude
GPT-4o
Gemini
GVS Sub-Scores by Model
Consensus Matrix
Inference Gap by Model
Demand Proxy (Google Trends)
ECL Sentiment Score
Why This Score — Factor Extraction
Factors extracted from all 9 static probe responses (3 models × 3 probes). Clustered by semantic similarity.
No factor data available.
AI Brand Diagnostic
Three layers of AI brand visibility — where your brand stands, and where it loses ground.
Competitive Benchmark
No competitor data available.
No previous audits in this session.