TurboQuant Simulator
A free app that shows how easily AI can understand, retrieve, and cite your content.
TurboQuant Simulator
TurboQuant Simulator is a free experimental app that analyzes content for Generative Engine Optimization (GEO) and Large Language Models (LLMs). It evaluates how easily AI models can process, retrieve, and cite your content.
What you can do with TurboQuant Simulator
Analyze any page instantly
Paste a URL or add your own text to see how AI interprets it. TurboQuant automatically extracts the main content, even from pages protected against scraping, and cleans it for accurate analysis. You can also manually edit the text before running tests, giving you full control over what the AI evaluates.
Get your SEO 3.0 Analysis
Understand how visible your content is to AI systems. TurboQuant generates a structured report powered by Gemini 3.1 Flash, including an overall SEO 3.0 Score, Citation Potential, Authority Signals, and Relevance Mapping. It shows which real-world queries your content satisfies and highlights areas to improve so AI is more likely to use and cite it.
Optimize with AI tools
TurboQuant isn’t just for analysis—it helps you make your content more efficient for AI. Use the Quantize Text feature to compress information, remove redundant tokens, and increase semantic clarity. Run the Real-World Grounding Test to simulate how generative engines would answer a query using your content, showing whether AI will cite it and linking to real-world sources.
Explore advanced insights
Dive deeper into AI performance with TurboQuant’s interactive dashboards. Track your progress with performance trends, visualize how model weights are compressed in the Quantization Lab, and see efficiency metrics like compression ratios and latency impact. These insights let you optimize content not just for humans, but for AI systems that retrieve and cite it.
How it works (under the hood)
TurboQuant Simulator is built on a modern, high-performance stack designed for speed and accuracy. The frontend uses React, Tailwind, and Framer Motion to deliver a fast, responsive experience, while a Node.js and Express backend handles robust content extraction and processing. AI analysis is powered by Gemini 3.1 Flash with structured outputs, and interactive dashboards visualize performance trends and optimization insights in real time.