From Share of Voice to Share of Model: A Critical Next-Gen Metric in an AI-Enabled World
As a marketer, I’ve always considered share of voice (SOV) to be a critical metric. Simply put, SOV measures what percentage of the online conversation in my category is about my brand versus the competitive set. It’s a vital indicator of brand presence and influence in the market.
However, as we move forward, I find myself increasingly obsessed with the emergence of ubiquitous voice agents. These intelligent assistants are poised to revolutionize the entire customer experience (CX) landscape.
Over the weekend, I asked my AI assistant for recommendations on various products and received fascinating, tailored responses. This experience underscored a significant shift that’s on the horizon: the transition from manual interaction with websites to seamless voice interaction.
The Rise of Voice Agents
Voice agents, powered by sophisticated AI algorithms, are becoming an integral part of our daily lives. They offer a more natural, intuitive way to engage with technology and access information. This shift towards voice-first interactions will fundamentally reimagine how we buy from and engage with brands throughout the end-to-end CX journey.
Imagine a world where instead of scrolling through endless web pages or mobile apps, consumers simply ask their voice agents for recommendations, make purchases, and receive customer support. This scenario is not a distant future; it’s here now.


