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Test prompts with live data

Run real-time queries across ChatGPT, Gemini, and Perplexity using your monthly credit pool. Validate prompt variations with live responses before adding them to your permanent tracking.

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Instant performance metrics

Every test run in the playground generates a snapshot report containing the exact same analytics as your daily monitoring.

Metric 03.1

Visibility status

An immediate binary (Yes/No) indicator confirming if your brand appears in the live AI response.

Metric 03.2

Rank position

Your numerical position within the answer, essential for understanding your hierarchy in listicles.

Metric 03.3

Brand & source count

The total number of unique brands mentioned and the number of sources used to generate the answer.

Feature 03.1

Flexible experimentation

Use playground credits to test variations of a prompt. See exactly how the live model responds without polluting your long-term tracking data.

Feature 03.2

Entity extraction

Click into any response to see the raw text with semantic highlights. We identify the terms with the highest weight to the model, helping you understand why a competitor was chosen.

Feature 03.3

One-click tracking

Found a winning prompt? Instantly move it from the "Recent tests" list to your permanent monitoring dashboard with the Start tracking button.

Prompt sensitivity analysis

LLMs are highly sensitive to syntax. We use the playground to find the exact phrasing that triggers a brand citation in the live model.

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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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Test prompts with live data