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Quantify your competitive landscape

Compare your visibility against competitors across ChatGPT, Gemini, and Perplexity. Identify exactly where you lead and where you fall behind in AI search results.

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Market saturation metrics

We monitor ChatGPT, Gemini, and Perplexity daily to quantify your brand's presence, measuring Visibility Share, Rank, and Competition Index while extracting the semantic entities that drive the algorithm's choice.

Metric 04.1

Top 10 visibility share

A distribution of mentions among the top 10 most visible brands in your topic. This metric reveals the dominant players and the hierarchy of market leadership.

Metric 01.2

Average brands per response

The "crowdedness" of the conversation. If the average is 5.0, you are fighting four other brands for attention in every single answer.

Metric 04.3

Competition index

A granular saturation score for every individual query. Identify which prompts are "open territory" and which are dominated by established competitors.

Feature 04.1

Performance quadrants

isualize the competitive field. Our scatter plot places every brand on a matrix of Quantity (Mentions) vs. Quality (Rank), instantly revealing who is spamming the results and who is truly authoritative.

Feature 04.2

Benchmarks

Don't just look at rank, look at the delta. Compare your performance against the calculated Category Average to see if you are outperforming the baseline or falling behind.

Feature 04.3

Competitor drill-down

Isolate any competitor to inspect their specific visibility and ranking trends. Reverse-engineer their dominance to find the gaps in your own strategy.

Competitive cluster analysis

We analyze the semantic proximity of competitor brands to the core topic. This mapping reveals which entities effectively occupy the cluster center, providing a mathematical target for your own content optimization.

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Define your market position

See the landscape clearly. Identify the specific prompts where competitors are winning and uncover the specific opportunities to improve your visibility.

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The research

Are You Visible to LLMs? Measuring the Semantic Gap in 2026

Knowledge base

Access our findings

The algorithms change daily. We track thousands of prompts and publish our internal experiments on prompt volatility, ranking factors, and semantic gaps.

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Quantify your competitive landscape