Competitive Citation Analysis for Llama

Comprehensive competitive analysis of citations in Llama.

Your competitors are getting cited in Llama responses while you're invisible. Llama pulls from a specific set of high-authority sources, and the brands that dominate those sources dominate AI conversations. Unlike ChatGPT's closed training, Llama's open approach means you can reverse-engineer exactly which sources it prioritizes. Here's how to map competitor citations and steal their thunder.

The Problem

Llama doesn't reveal its citation logic. When users ask about your industry, specific competitors consistently appear in responses while others get ignored. You're flying blind, not knowing which sources drive visibility or how your content stacks up against the brands that always get mentioned.

The Solution

Reverse-engineer Llama's citation patterns by systematically testing competitor queries and mapping which sources get pulled. Once you see the blueprint, you can target the exact same authoritative sources with better content. It's competitive intelligence meets content strategy.

Map your competitive landscape in Llama

Create a list of 5-8 direct competitors. Ask Llama variations of industry questions: 'Best [category] tools', 'Top [industry] companies', '[Use case] solutions'. Document which brands appear, how often, and in what context. Test both broad and specific queries.

Track citation sources for each competitor mention

When Llama mentions a competitor, note the source it cites. You'll see patterns: certain competitors always get cited from industry reports, others from news articles, some from their own content. Create a spreadsheet mapping competitor → common citation sources.

Audit top-cited source types

Identify the categories of sources Llama trusts most in your industry. Usually it's: industry reports (Gartner, Forrester), news coverage, academic papers, and government data. Rank these by frequency of citation. This becomes your target hit list.

Analyze competitor content strategies

For each frequently-cited competitor, examine their content approach. What topics do they cover? How do they structure information? What makes their content citation-worthy? Look for gaps where you could create superior resources on the same topics.

Identify citation gap opportunities

Find topics where competitors get mentioned but the cited sources are weak: thin blog posts, outdated information, or sources that don't fully answer the query. These are your opportunities to create definitive content that Llama will prefer.

Test your content performance

After publishing content targeting competitor citation opportunities, test relevant queries monthly. Track whether your content starts appearing in Llama responses and how it's positioned relative to competitors. Document what works and iterate.

Monitor citation pattern changes

Llama's source preferences shift as its training data updates. Monthly audits show you which competitors are gaining or losing citation share, and which source types are trending up or down. This helps you stay ahead of the curve.