AI & Searchagency
Prompt X-Ray Simulator
What it does
Test different questions and see how AI models likely respond about your brand. Reveals hidden biases and helps optimize AI representation.
You don't know what AI answers when someone asks about you
Users ask AI models thousands of different questions about your industry every day. Some phrasings trigger positive responses about you, others trigger negative ones — and you have no idea which. Without testing, you're blind to how prompt phrasing affects your AI representation.
- Different question phrasings produce vastly different AI responses about you
- Hidden biases in AI models may favor competitors for certain prompts
- No systematic way to test hundreds of relevant question variants
- Impossible to optimize for AI responses without understanding prompt-response dynamics
X-ray AI models' responses to questions about you
Prompt X-Ray Simulator tests hundreds of question variants against AI models and shows you exactly how phrasing affects responses. You see which prompts trigger positive mentions, which trigger negative ones, and which ignore you completely.
- Test hundreds of question variants automatically against all AI models
- See how small phrasing changes drastically alter AI responses
- Identify prompts where you're invisible and prompts where you dominate
- Get optimization suggestions to improve AI response on critical prompts
Features
- Automatic generation of hundreds of relevant question variants
- Prompt-response matrix showing AI answers for each variant
- Bias detection revealing systematic skews in AI models
- Optimization suggestions to influence AI responses on the most important prompts
How it works
- Enter brand, industry and key questions to simulate
- The tool generates variants and tests them against AI models
- Get prompt-response analysis with bias report and optimization suggestions
Use cases
- Brands wanting to understand how AI models perceive them
- AEO specialists needing to map prompt landscapes for clients
- Product teams wanting to optimize content for better AI representation
Why use Prompt X-Ray Simulator?
AI responses are extremely sensitive to how the question is phrased. "Recommend an SEO expert in Oslo" can yield a completely different answer than "Who is the best SEO consultant in Norway?" — even though the intent is the same. Prompt X-Ray Simulator reveals these patterns so you can optimize your content for the phrasings actually used.
The tool generates hundreds of realistic question variants based on your industry and tests them systematically. The result is a prompt-response matrix showing you exactly which phrasings trigger positive mentions of you, which favor competitors, and which ignore you entirely. This insight is impossible to get manually.
The bias detection is especially valuable. AI models have built-in biases based on their training data — for example, they may systematically favor English-language sources over Norwegian ones. By understanding these biases, you can adapt your content strategy to compensate and ensure your brand is represented fairly regardless of how the question is asked.
FAQ
- How many question variants are tested?
- Typically 50-300 variants depending on industry and keyword breadth. The tool generates variants based on common user phrasings.
- What is a prompt bias?
- A systematic tendency in the AI model to favor certain players based on how the question is phrased. For example, "best" vs. "cheapest" can yield completely different recommendations.
- Can I add my own prompts?
- Yes, you can add your own questions in addition to the automatically generated ones to test specific scenarios.
- How does this differ from AI Consensus?
- AI Consensus compares responses between models for the same question. Prompt X-Ray tests many different questions against the same model to understand prompt sensitivity.
- How often should I run the simulation?
- After major content changes or quarterly. AI models update regularly, so prompt-response patterns can change.
Try Prompt X-Ray Simulator free