Competitor Share of Voice
Track your LLM visibility against industry rivals.
How do you measure market share when search engines no longer report rankings? Share of Voice (SOV) in generative engines measures how often your brand is cited versus your competitors in simulated search query pools.
The Simulated Query Engine
AnswerShaper resolves visibility obfuscation by executing thousands of automated prompt tests daily. The system queries ChatGPT, Claude, and Perplexity with prompt matrices (e.g. "what is the best software for X", "compare product Y and Z") and scans the responses for brand citations.
Understanding the Citation Gap
A citation gap occurs when a model cites a competitor but ignores your brand for a prompt you should be ranking for. Our tool isolates these gaps, mapping the specific features and semantic angles that competitors are using to trigger the AI citations.