Methodology10 min readUpdated Jan 2025

Understanding the CitePulse Visibility Index (CVI)

How our proprietary scoring methodology measures your brand's AI visibility through real LLM queries, Position-Weighted Visibility, E-E-A-T signal detection, and Recommendation Intensity Analysis.

What is the CitePulse Visibility Index?

The CitePulse Visibility Index (CVI) is our proprietary scoring methodology that measures how visible and recommended your brand is within AI-generated responses. Unlike traditional SEO metrics that track rankings on a list of blue links, CVI measures something fundamentally different: how often and how favorably AI systems mention your brand when answering user questions.

CVI is calculated on a scale of 0-100, where:

  • 0-20: Low visibility - rarely mentioned by AI systems
  • 21-40: Emerging - occasional mentions but not recommended
  • 41-60: Moderate - regularly mentioned, sometimes recommended
  • 61-80: Strong - frequently cited with positive sentiment
  • 81-100: Dominant - top-of-mind for AI in your category

How We Measure AI Visibility

Unlike competitors who estimate visibility based on crawl data or sampling, CitePulse queries real AI models with actual user prompts. We send thousands of queries across 16+ AI engines including ChatGPT, Claude, Gemini, Perplexity, Copilot, and more.

Real Queries, Real Results

Every CVI score comes from actual API calls to production AI models. We don't scrape cached pages or estimate based on web presence - we ask the same questions your customers ask and measure the real responses.

For each query, we analyze the full response to determine:

  • Whether your brand was mentioned at all
  • Where in the response you appeared (first, middle, last)
  • How strongly you were recommended vs. just mentioned
  • What E-E-A-T signals the AI associated with your brand
  • How you were positioned relative to competitors

The Four Pillars of CVI Scoring

Position-Weighted Visibility

25% of total CVI score

Being mentioned first in an AI response is worth more than being mentioned last. Our algorithm applies logarithmic decay to weight earlier mentions higher - reflecting how users actually read AI responses (most stop after the first few recommendations).

First mention: 100% weight → Second: 70% → Third: 50% → decreases logarithmically

Recommendation Intensity

30% of total CVI score

We analyze the language AI uses when mentioning your brand. Strong endorsements like "best choice," "highly recommend," or "industry leader" score higher than passive mentions or neutral references like "one option is" or "you could also try."

Strong: "Best choice," "Highly recommend," "Industry leader"
Moderate: "Good option," "Worth considering," "Popular choice"
Neutral: "One option is," "You could also try," "Another alternative"

E-E-A-T Signal Detection

25% of total CVI score

We scan AI responses for signals that indicate Experience, Expertise, Authoritativeness, and Trustworthiness - the same signals AI models use to determine citation confidence. When AI mentions your credentials, awards, or expertise, your E-E-A-T score increases.

Authority (30%)

Industry recognition, citations, awards

Expertise (25%)

Technical depth, specialization signals

Trust (25%)

Transparency, accuracy, reliability mentions

Experience (20%)

First-hand knowledge, case studies, results

Competitive Context Scoring

20% of total CVI score

Your score factors in how you're positioned relative to competitors. Being mentioned alone is good, but being recommended over competitors is better. We track share of voice within competitive responses.

Solo mention (no competitors): 100% context score
Mentioned first among competitors: 85% context score
Mentioned alongside competitors: 50-70% based on position
Mentioned after competitors: reduced context score

Confidence-Adjusted Scoring

Every CVI score includes a confidence level based on sample size and data quality. This transparency ensures you're making decisions based on reliable metrics, not guesswork.

Confidence Levels

HIGH
50+ queries analyzed
MEDIUM
20-49 queries analyzed
LOW
<20 queries - needs more data

Scores with low confidence are flagged in the dashboard so you know when more scans are needed for statistical significance. We recommend running at least 50 queries per brand/query combination for reliable trend analysis.

Interpreting Your CVI Score

Your CVI score tells you where you stand in AI visibility, but context matters. Here's how to interpret your scores:

CVI 80+: Dominant

You're the go-to recommendation in your category. Focus on maintaining position and expanding to adjacent queries.

CVI 60-79: Strong

You're frequently cited with positive sentiment. Optimize for recommendation intensity to break into the top tier.

CVI 40-59: Moderate

You appear regularly but aren't the top choice. Focus on E-E-A-T signals and authority building.

CVI <40: Needs Work

AI systems don't recognize you as an authority yet. Start with foundational GEO and entity establishment.

Strategies to Improve Your CVI

Build Entity Authority

Ensure your brand is defined consistently across Wikipedia, Crunchbase, LinkedIn, and industry databases. AI models cross-reference these sources.

Create Citation-Worthy Content

Publish original research, proprietary data, and expert perspectives that AI cannot generate itself. Back claims with primary sources.

Implement Structured Data

Use Schema.org markup for Organization, Person, Product, and FAQ entities. This gives AI verifiable data to cite.

Monitor Competitor Positioning

Track where you appear relative to competitors. If they consistently rank above you, analyze what they are doing differently.

Ready to Track Your CVI?

Start monitoring your brand's AI visibility with CitePulse. Get your first CVI score in 24 hours.