Value of Visibility: The RAPP Audit for LLM Mentions & Citations

The search landscape isn’t just shifting; it’s expanding. As search engines evolve into answer engines, we have to move beyond just tracking blue links. We need new generative engine optimization KPIs to understand how Large Language Models (LLMs) like ChatGPT, Claude, and Gemini are talking about our brands.

With AI prompt tracking tools, we can see when we are mentioned and cited, and how we are mentioned and cited, but how do we understand the value of our visibility? Not every citation is as valuable as the next, but the RAPP Framework can help you assess whether your citations are:

• Regular: How often your brand or website are mentioned in outputs over time

• Accurate: How factually accurate and up-to-date the information is about your brand

• Prominent: Whether you are frequently listed first in responses

• Positive: Whether your brand is mentioned favorably

This is a strategic audit designed specifically for LLM Mentions and Citations to ensure your brand isn’t just present, but prominent and accurately represented in AI-generated responses.

RAPP audit. Originally published on Wix AI Search Lab

What is the RAPP Audit?

RAPP stands for Regular, Accurate, Prominent, and Positive. These four pillars represent the core KPIs for AI Search Visibility. Let’s break down exactly what you should be looking for:

1. Regular mentions

Does the brand name and website appear regularly for relevant LLM responses?

Consistency is key. If an LLM is asked for recommendations in your niche, are you appearing once every ten prompts, or every single time? We want to ensure that your brand is a "regular" in the conversation. If you aren't showing up consistently, it's a sign that your topical authority needs work.

2. Accurate positioning

Does accurate & up-to-date information about your brand show in LLM responses?

LLMs are notorious for "hallucinations," but often, inaccurate info stems from outdated data sources. You must audit whether the AI is citing your current pricing, your correct physical locations, or your latest service offerings. If the LLM is giving users the wrong info about your business, it’s a conversion killer.

3. Prominent Placement

Does your brand or website show first on LLM lists alongside other brands?

In the world of AI lists and comparisons, position still matters. Just like being in position 1 on Page 1 of Google was the goal, being the first recommendation in a ChatGPT list is the new "Position Zero." Take a look at whether your brand is being buried at the bottom of a list or highlighted as a top-tier choice.

4. Positive Sentiment

Does the mention show positive or fair sentiment towards your brand?

LLMs aren't just data retrievers; they are sentiment-aware. If an AI mentions your brand but adds a caveat about poor customer reviews or technical issues, that citation could be doing more harm than good. A "Positive" RAPP score means the LLM views your brand with favor or, at the very least, provides a fair and balanced representation of your value.

Why This Matters for Search Marketers Now

For years, we’ve focused on clicks and impressions. But in an AI search environment, the "mention" is the message. When an LLM cites your website as a source, it’s a massive signal of trust and authority.

By using the RAPP Audit, we can move away from guessing and start measuring the qualitative impact of our SEO work on AI platforms. We aren't just optimizing for bots anymore; we are optimizing for the logic and reputation that these models build around your brand.

Is your brand RAPP-ready? It’s time to start auditing your LLM visibility and securing your spot in the future of search.