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Methodology

How We Measure
AI Visibility

Most tools count what you can see in an AI response.
We count what AI actually reads to write it.

Brand Visibility Dashboard

The problem with how AI visibility
is measured today

The standard approach: count mentions in the response.

Most AI visibility tools work like this:

  1. Ask ChatGPT (or Gemini, or Perplexity) a question.
  2. Read the answer.
  3. Check if your brand name appears in it.
  4. If yes, you're "visible." If no, you're not.

This produces a clean-looking visibility percentage. It's also misleading.

Why? Because mentions in a response are a lag metric. By the time AI is naming you in answers, the work that earned that name happened weeks or months earlier — across a network of sources AI was already reading and trusting.

If you only measure mentions, you can only react. You're always looking at the rear-view mirror.

How Wellows measures AI visibility

The Wellows approach: measure the sources AI actually pulls from.

When AI generates an answer, it doesn't pull from thin air. It pulls from a finite set of sources — articles, listicles, comparison pages, reviews, Reddit threads, LinkedIn posts, forums, news sites. Those sources are listed in the citation footer of every modern LLM (ChatGPT, Gemini, Perplexity, AI Overviews, AI Mode).

That citation list is the real signal. It's the leading metric. It's where visibility originates — long before your name shows up in a generated answer.

So Wellows measures two things:

When AI cites your domain directly.

A query is asked. AI generates an answer. The citation footer lists your domain as a source. We count it, by query, by region, by LLM, every day.

Daily tracking
Per-region
Across 5 LLMs
Citation footer
yourdomain.com✓ Cited
techradar.com
pcmag.com

When AI cites third-party pages that mention you.

The same query runs. AI cites a TechRadar article, a PCMag review, a Forbes feature, a Reddit thread, or a LinkedIn post — and your brand is mentioned inside that content. We index the source, find your mention, and count it.

TechRadarPCMagForbesRedditLinkedInForums
techradar.com → cited by AI
"…YourBrand stands out for its approach to…"
✓ Brand mention found & counted

Both signals matter. Most tools track neither.

Standard AI visibility tools vs. Wellows

What's measuredStandard toolsWellows
Brand name in AI response
Your domain cited as a source
3rd-party pages cited that mention you
UGC sources (Reddit, LinkedIn, forums)
Tracked across 5 LLMs dailySometimes
Lag metric vs. leading metricLagLeading
What it tells youWhere you areWhere to act

The Wellows score combines all of the above. That's why it correlates with LLM traffic. Most "visibility scores" don't.

The Wellows Citation Score

One number. Built from three signals.

Your Citation Score is calculated from:

Direct citations

How often AI cites your domain as a source for queries in your category.

Inherited citations

How often AI cites third-party and UGC sources that mention your brand.

Why the score is honest:

It's built from observable, verifiable LLM citations — not modeled, not estimated.

It's tracked daily, so movement is real, not a sampling artifact.

It scales with your category, not against an arbitrary benchmark.

How we collect the data

Built on real, observable LLM behavior.

Every Wellows score is built from:

Daily prompt runs

Across ChatGPT, Gemini, Perplexity, Google AI Overviews and AI Mode

Daily Prompt Tracking

Citation footer extraction

We capture every source the LLM lists, not just what's named in the answer

Citation Indexed

Source-level indexing

We crawl the cited pages to identify mentions of your brand, your competitors, and your category

Source Level Indexing

Daily refresh

So movement on your dashboard reflects actual change in LLM behavior, not weekly sampling lag

Daily Prompt Tracking

Per-region targeting

Visibility differs by market, so we measure each region separately

Per Region Targeting

Methodology, sample sizes, and refresh cadence are documented and consistent across customers. Nothing is modeled. Nothing is extrapolated.

7-day free trial

See your real Citation Score

Don't take our word for it. Run the math on your own brand.

Connect your domain. Within 20 minutes, you'll see:

  • Your live Citation Score, across every LLM your plan supports
  • Every direct citation your domain has earned
  • Every third-party page AI cites that already mentions your brand
  • The top opportunities to grow each
7-day free trial on every plan. No usage limits inside the trial. No reduced-feature trial mode — you're using the full product.
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Frequently asked questions