AI Share of Voice Calculator
Calculate mention share from manual prompt checks across brands, prompts, and AI engines.
Prompt test results
Paste prompt-by-prompt mentions to calculate share of voice across your market.
Run the tool to get a structured result with scores, tables, recommendations, and next steps.
What You Get
Turns messy prompt notes into brand-level and engine-level share numbers.
What You Get
Supports manual audits from ChatGPT, Claude, Gemini, and Perplexity.
What You Get
Makes competitive tracking usable before you automate it in Citepanel.
- Use one line per prompt result in the format shown in the placeholder.
- Include the engine name when you have it so the output can segment by model.
- Run the same prompt set weekly to measure movement over time.
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Estimate which prompt clusters overlap with a competitor and where your positioning can separate.
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AI Visibility Checker
Score how clearly your brand, category, and proof stack line up with AI recommendation prompts.
Track this in Citepanel
Move from one-time checks to continuous visibility, position, and sentiment monitoring.