Prompt
generative search share of voice tool
Latest observation
Oct 21, 2026
OpenAI APIWeb search: off
A Generative Search Share of Voice (SoV) tool is usually a platform that measures how often your brand appears in AI-generated search results compared with competitors.
What it typically tracks
- Brand mentions in AI answers
- Visibility share across prompts/topics
- Sentiment / context of mentions
- Competitor comparison
- Prompt-level performance for different queries
- Sources cited by generative engines
Common use cases
- Monitor brand presence in AI search
- Compare against competitors in ChatGPT, Perplexity, Gemini, Copilot, etc.
- Identify content gaps that affect AI visibility
- Track changes over time after SEO/content updates
Features to look for
- Prompt library and keyword grouping
- Multi-engine tracking
- Local/regional tracking
- Competitor benchmarking
- Exportable reports and dashboards
- API access
- Sentiment and citation analysis
If you’re looking for existing tools
Some platforms in the broader space of generative engine optimization (GEO) / AI search visibility include:
- Profound
- OtterlyAI
- Semrush AI visibility features (where available)
- Similarweb / market intelligence tools with AI search modules
- Emerging GEO startups
If you want, I can also help with any of these:
- Find the best generative search SoV tools
- Build one
- Define the metrics and dashboard
- Compare vendors