In the world of Generative Engine Optimization (GEO), relying on generic tools is not enough. While other companies use superficial solutions, Sonada relies on a proprietary, advanced benchmarking engine.
Our environment allows for a nearly surgical dissection of AI responses, providing insights into data that standard SEO platforms simply cannot see.
We don’t limit ourselves to simple questions. Our system simulates thousands of real user intents through a Prompt Benchmarking process.
The Sonada engine triggers responses from multiple models simultaneously (ChatGPT, Google Gemini, and others), analyzing not only the content but, most importantly, the way AI builds “knowledge” about your brand and its market environment.
We have gone beyond simple mention counting. Our tool calculates brand visibility based on a complex matrix of linguistic and statistical metrics:
Position-Adjusted Score – The algorithm assigns weight depending on where the brand appears. A mention in the Primary Recommendation Zone (first paragraph) is significantly more important for conversion than a footnote at the end of the text.
Word Count Match: Knowledge Transfer Metric – At Sonada, we count authority transfer. This is a precise indicator showing how many unique concepts from your website were directly used by AI to formulate a response.
Semantic Coverage % – We measure the convergence between your communication and what the AI generates. This shows to what extent the model has “learned” your company’s differentiators.
Citation and Entity Verification – We automatically check if the AI links to your domain and whether it identifies the brand as a unique entity, rather than just a general concept.
Competitor Share of Model (SoM) – Real-time extraction of competitor rankings. We calculate their average position and recommendation frequency relative to your brand.
The market is full of static “AI trackers.” Sonada goes deeper. Thanks to our own code and methodology:
Eliminating hallucinations: We use an additional verification layer (LLM-layer) to check the accuracy of the primary model’s response.
Analyzing intent, not just words: We distinguish between a brand appearing in a “TOP 10” ranking and a valuable mention in an expert guide.
Delivering unique data (Proprietary Data): We offer metrics such as “Share of Non-Empty,” showing your dominance in meaningful, substantive conversations.
Summary: By building our own technology, Sonada gives you direct insight into the “mind” of artificial intelligence. We don’t just report the weather in AI search engines – we give you the tools to shape it.
