A B2C Example of the Brand Visibility for Agentic Commerce (BVAC) Framework
The Agile Brand Guide — 2026 — E-commerce
The research highlights the distinct behaviors of consumer agents in the direct-to-consumer (DTC) market, emphasizing the need for a specialized framework, the Brand Visibility for Agentic Commerce (BVAC). Key findings indicate that structured review signals are critical for establishing trust and visibility in a crowded marketplace, where traditional promotional tactics may backfire. The study underscores the importance of adapting marketing strategies to align with the evolving dynamics of consumer behavior influenced by AI and generative tools.
Key Statistics
- 690% increase in generative-AI-referred traffic to US retail sites year over year during the 2025 holiday season
- 4.4 times higher conversion rates from AI-generated product recommendations compared to traditional search
- 58% of consumers have replaced traditional search engines with generative-AI tools for product recommendations
Key Takeaways
- Implement structured review signals to enhance brand trust and visibility in the DTC market.
- Avoid reliance on traditional promotional tactics that may be perceived as manipulative by AI agents.
- Continuously update operational data to ensure clarity and accuracy in product listings.
Cite as: Kihlstrom, Greg. (2026). A B2C Example of the Brand Visibility for Agentic Commerce (BVAC) Framework. Retrieved from https://research.agilebrandguide.com/research/a-b2c-example-of-the-brand-visibility-for-agentic-commerce-bvac-framework