New GVS Audit
Leave on Auto-detect: the AI classifies the sector and a second model cross-checks it. Manual choice is treated as an override and is also verified.
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
—
AI Recommendation
—
Inference Gap
—
Brand Control
—
💬 The Evidence — We asked the AI
GVS × Brand Sovereignty — Where does your brand stand?
Frequently recommended AND correctly defined. The goal for all brands.
Every AI recommendation amplifies a narrative you do not control.
Rarely recommended and positioning not reflected. 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
Probe Theme Composition
ECL Sentiment Score
Why This Score — Factor Extraction
Factors extracted from the static probe responses, clustered by semantic similarity. Meta-responses (model self-references) are excluded by the orchestrator filter.
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.