Your Citation Visibility Score in Llama
How to calculate and improve your visibility score in Llama.
Trakkr data source
This guide is part of Trakkr's AI visibility library, then routes readers into product coverage, pricing, category benchmarks, and API access.
- Surface
- Guide
- Source
- Editorial
- Updated
- March 13, 2026
- Access
- Public
- AI visibility features - See the Trakkr surfaces behind rankings, citations, competitors, sentiment, and crawler data.
- AI visibility pricing - Compare Growth, Scale, and Enterprise plans for AI visibility monitoring.
- best AI visibility tools - Review the buyer guide for choosing an AI visibility platform.
- Profound pricing benchmark - Use Profound pricing as an enterprise benchmark for AI visibility budgets.
- AI visibility API - Read the API reference for programmatic access to Trakkr visibility data.
Llama citations aren't random. Meta's AI systematically evaluates sources based on authority, relevance, and freshness before deciding which ones make the cut. Your visibility score reflects how often Llama cites your content across relevant queries. Unlike search rankings, this score changes based on real user questions and Llama's assessment of your expertise in specific topics.
The Problem
Most brands don't know where they stand in Llama's citation hierarchy. You might be getting cited regularly without realizing it, or missing obvious opportunities because your content doesn't match how Llama evaluates sources. Without tracking your visibility score, you're flying blind in the fastest-growing AI search channel.
The Solution
Your citation visibility score shows exactly how visible your brand is across Llama's responses. It combines citation frequency, authority context, and topic coverage to give you a clear benchmark. Once you understand the metrics, you can systematically improve your position in Llama's source selection process.
Track your current citation frequency
Run 50-100 queries related to your industry through Llama. Note every time your content gets cited, what context it appears in, and whether it's primary or supporting evidence. Calculate your citation rate: citations divided by relevant queries. Anything above 15% is strong performance.
Measure your authority context score
When Llama cites you, check what other sources appear alongside yours. If you're cited with high-authority sites like research institutions or major publications, your authority context score is strong. If you appear mainly with lower-authority sources, Llama sees you as less credible.
Calculate your topic coverage breadth
Map which topics trigger citations of your content. Narrow topic coverage means Llama only trusts you in specific areas. Broad coverage indicates subject matter authority. Track this monthly to see if your expertise recognition is expanding or contracting.
Analyze your citation positioning
Note where your citations appear in Llama's responses. First mentions carry more weight than buried references. Primary source citations (when Llama leads with your content) indicate higher trust than supporting citations that back up other sources.
Benchmark against competitors
Run the same analysis for 3-5 direct competitors. Compare citation rates, authority context, and positioning. This reveals whether you're underperforming in your industry or if everyone struggles with Llama visibility. Industry benchmarks help set realistic improvement goals.
Weight by business impact
Not all citations are equal. A citation for 'best project management software' is worth more than one for 'project management history.' Weight your visibility score by business relevance: high-intent queries get 3x weight, mid-funnel gets 2x, top-funnel gets 1x.
Set up automated tracking
Manual tracking works for initial analysis, but you need consistent monitoring to track improvements. Set up weekly automated queries for your top 20 target topics. Log citations, positioning, and any changes in how Llama frames your expertise.
Frequently Asked Questions
What's a good citation visibility score in Llama?
Industry leaders typically achieve 20-30% citation rates for their target topics. Scores above 15% indicate strong performance, while anything under 5% suggests missed opportunities. Your score will vary by industry competitiveness and topic breadth.
How often should I calculate my visibility score?
Monthly tracking is optimal. Llama's source preferences can shift with training updates, and your content portfolio changes regularly. Weekly tracking during active optimization campaigns helps you spot trends quickly.
Do branded queries count toward my visibility score?
No, exclude purely branded queries where your company name appears in the question. Your visibility score should reflect how often Llama cites you for topical expertise, not brand recognition. Focus on industry and problem-based queries.
Why does my visibility score fluctuate?
Llama's source selection adapts to query nuances and content freshness. A score drop might indicate competitors published better content, your information became outdated, or Llama's training emphasized different source types for your topics.
Can I improve my authority context score quickly?
Authority context improves slowly because it reflects Llama's overall assessment of your credibility. Focus on earning citations from high-authority publications, collaborating with recognized experts, and consistently publishing well-researched content.