In traditional marketing, Share of Voice (SOV) measures how much of the conversation your brand owns compared to competitors. In AI search, the concept is the same — but the measurement is fundamentally different.
What is Share of Voice in AI Search?#
AI Search SOV measures the proportion of AI-generated responses that mention your brand versus your competitors, for the queries that matter to your business.
If users ask 100 questions about your industry and your brand is mentioned in 25 of those responses while your top competitor appears in 40, your SOV is 25% versus their 40%.
Why AI SOV is Different from Traditional SOV#
Traditional SOV counts ad impressions, media mentions, or search rankings. AI SOV is more nuanced because:
- Context matters — Being mentioned as “the best option” is very different from being mentioned as “an alternative”
- Sentiment varies — AI engines may mention you positively or critically
- Position counts — Being mentioned first in a response carries more weight than being listed fifth
- Engine diversity — Your SOV may differ dramatically between ChatGPT and Perplexity
Key SOV Metrics to Track#
Visibility Rate#
The percentage of relevant queries where your brand appears in the AI response.
Mention Position#
Where in the response your brand is mentioned. First position typically correlates with stronger endorsement.
Sentiment Score#
Whether the AI’s characterization of your brand is positive, neutral, or negative.
Citation Rate#
How often the AI links directly to your content when mentioning your brand.
Improving Your AI Share of Voice#
- Map your competitive landscape — Know who else appears for your key queries
- Identify weak spots — Find queries where competitors dominate and you’re absent
- Create gap-closing content — Build authoritative pages for topics where you’re underrepresented
- Track trends over time — SOV shifts as AI models update their training data and retrieval strategies
The SOV-Revenue Connection#
Our analysis shows a strong correlation between AI SOV and branded search volume. As your AI SOV increases, more users search for your brand directly — suggesting that AI recommendations drive downstream demand.
Measure your AI Share of Voice with AEO Metrics.