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LLM Brand Perception Analyzer

AI-Powered Analysis

See Your Brand Through the Eyes of AI

Gain insight into how leading AI models (ChatGPT & Gemini) perceive your brand's relevance to a specific product or category compared to competitors. Understand your brand's semantic similarity based on LLM embeddings.

Why is this important? Businesses currently lack insight into how LLMs (AI Models) perceive their brands relative to competitors due to the unavailability of reliable performance data.

However, embeddings, the numerical representations that LLMs use to understand concepts, offer a stable measure of an LLM’s fundamental understanding. Analyzing the cosine similarity of these embeddings reveals the LLM's core view of a brand's relatedness to a topic—a replicable and fundamental data point that underlies all AI-generated content concerning that topic.

Analyze Your Brand Position

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Max 10 words for best results.

Enter up to 10 competitors for comprehensive analysis.

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Note: Even if AI models don't recognize your specific brand name yet, this analysis reveals valuable insights about how they perceive your competitors relative to your target phrase. This core perception influences AI outputs.