AI Simulation Lab

Test Your Content AgainstReal AI Assistants

Don't guess whether your optimization worked. Run your content through the Simulation Lab and see exactly how ChatGPT, Perplexity, Claude, and Copilot respond — whether they cite you, quote you, and how prominently.

What the Simulation Lab Shows You

Real responses from real AI assistants — not estimates

Citation Detection

See whether each AI assistant references or quotes your content in its answer — yes or no, per provider.

Prominence & Position

Know if you're the primary source, secondary mention, or footnote. Position drives visibility.

Confidence Score

A 0–100 confidence score for how prominently your content was featured in each response.

Answer Excerpts

Read the exact portion of the AI's answer that references your content, so you can refine it.

Multi-Provider Testing

Test against ChatGPT, Perplexity, Claude, and Copilot in one run — compare results side by side.

Custom Prompts

Run simulations with your own queries to test specific scenarios and question types.

The Feedback Loop

Optimize. Test. Prove It Works.

The Simulation Lab closes the loop. After you apply audit suggestions and generate artifacts, run a simulation to validate that AI assistants now cite your content. Compare before-and-after results with confidence scores and answer excerpts — so you can prove ROI instead of promising it.

  • Before-and-after comparison on the same query
  • Per-provider citation status and confidence
  • Full AI response text saved for analysis
  • Batch simulations across multiple queries at once

How Simulation Works

Three steps to proven AI visibility

01

Enter a Query

Provide the question your audience asks AI assistants, plus the content you want tested.

02

Run the Simulation

We query ChatGPT, Perplexity, Claude, and Copilot and analyze each response for your content.

03

Review Results

See citation status, prominence, confidence, and excerpts — then refine and re-test.

Frequently Asked Questions

Which AI assistants can I test against?

The Simulation Lab supports ChatGPT, Perplexity, Claude, and Copilot. You can run all four in a single simulation or select specific providers.

Does the Simulation Lab use real AI responses?

Yes. Each simulation queries the actual AI assistants and captures their real responses, then analyzes whether your content was referenced.

What's a good confidence score?

Scores above 70 indicate your content is prominently featured. Primary source citations score highest, followed by secondary mentions and footnotes.

Can I run simulations in bulk?

Yes. Batch simulation lets you test multiple queries across multiple content items in one run — ideal for validating site-wide optimization.

Which plans include the Simulation Lab?

The Simulation Lab is available on Pro, Enterprise, and Agency plans.

Prove Your Content
Gets Cited by AI

Stop hoping your optimization works. Test it against real AI assistants and see the results.

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