From Visibility to Valuation: Protecting Brand Equity in the Age of AI Assistants
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Description
AI assistants have become the new gatekeepers of commercial discovery. When users ask ChatGPT, Gemini, or Claude which product, brand, or service to choose, the resulting answers redirect billions in purchasing intent. Each retrain or retrieval-layer update functions as a mark-to-market event for brand equity—revaluing which entities persist in consumer recall and which silently disappear.
This paper frames AI visibility as both a governance challenge and a financial exposure. Drawing on multi-assistant audit data from Q2–Q3 2025, it demonstrates how small prompt-space shifts produce measurable revenue compression and longer-term depreciation of intangible asset value. The proposed framework treats visibility assurance as an extension of enterprise risk management: a continuous process of auditing, monitoring, and verification that preserves brand value against algorithmic volatility.
Key terms Prompt-space — the latent decision layer where assistants select which entities to surface. Visibility assurance — reproducible verification of brand presence and accuracy across AI systems over time.
The paper concludes that protecting AI visibility is now integral to capital preservation. As assistants evolve into default discovery engines, visibility continuity must
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From Visibility to Valuation.pdf
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