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LLM Citation Tracking

Understand where and how your brand appears across AI-powered search. MD Astra tracks relevant brand citations, mentions, and visibility patterns across ChatGPT, Perplexity, Gemini, Claude, and DeepSeek, with reporting that helps you understand your competitive position.

Get Your Free LLM Tracking Report

AI-powered search is becoming an important part of how people discover information, compare solutions, and research brands. Traditional search rankings provide one view of visibility, while AI platforms can present information through generated answers, recommendations, and cited sources.

Our LLM citation tracking service gives you a clearer view of how your brand is represented across these experiences. We monitor relevant queries, review brand mentions and citations, compare competitor visibility, and identify opportunities for stronger AI search presence.

What We Monitor

We track your brand across major AI platforms and analyze how your business appears in relevant queries and responses. The exact visibility signals available can vary by platform, so our reporting focuses on measurable observations and meaningful trends.

  • We monitor relevant queries and review how your brand is represented in ChatGPT responses.
  • Brand mention frequency
  • Query types that trigger mentions
  • Citation and source context
  • Brand positioning
  • Competitor comparison
  • We also look at the context surrounding a mention. This helps distinguish simple brand references from situations where your business is presented as a relevant option for a specific user need.
  • Perplexity provides source-linked AI answers, making citation analysis particularly useful for understanding where information comes from.
  • We analyze:
  • Citation sources
  • Query-level visibility
  • Source context
  • Brand mentions
  • Source authority signals
  • Competitor citations
  • This helps identify the types of sources and content that are associated with your brand across relevant searches.
  • Google’s AI experiences can present information through AI-generated responses and other search features.
  • Our tracking can include:
  • AI search visibility
  • Brand mentions
  • AI Overview presence where measurable
  • Knowledge and business information accuracy
  • Search feature visibility
  • Relevant query analysis
  • We review how your business information is represented and identify areas where your website, content, and broader digital presence can support stronger visibility.
  • We monitor relevant industry and commercial queries to understand how your brand appears within Claude responses.
  • Our analysis can include:
  • Brand recommendation frequency
  • Relevant query categories
  • Industry context
  • Brand positioning
  • Competitor comparisons
  • Response context
  • This provides another perspective on how AI systems represent your business within your category.
  • We include DeepSeek in our AI visibility monitoring where relevant to your target audience and market.
  • Our analysis can include:
  • Brand citation tracking
  • Relevant query visibility
  • Technical information accuracy
  • Brand context
  • Authority signals
  • Competitor positioning
  • The goal is to understand how your brand and information are represented across an expanding AI search ecosystem.

WHAT YOU GET

Tracking AI visibility is most useful when the information can be translated into clear actions.

Our reporting combines citation observations, query-level insights, competitor comparisons, and trend analysis to give your team a practical view of your AI search presence.

MONTHLY REPORT INCLUDES:
↓
01 Total Tracked Citations & Mentions
02 Query-Level Visibility Breakdown
03 Queries Where Your Brand Appears
04 Citation & Source Analysis
05 Competitor AI Visibility Comparison
06 AI Visibility Trends & Brand Positioning
07 Content, Authority & GEO Opportunities
08 Actionable Recommendations for Improvement

The report is designed to answer three important questions: Where is your brand appearing? What is influencing that visibility? And what can you improve next?

AI Visibility Dashboard

Where supported by the tracking setup, we provide dashboard views that make ongoing AI visibility easier to monitor.

Instead of reviewing AI search results manually across multiple platforms, your team gets a centralized view of the tracked information.

Improve Your Conversion Strategy ↗

Your dashboard can include:

Citation and mention tracking
Query-level visibility
Competitor monitoring
Visibility trends
Platform comparisons
Historical performance
New citation observations
Key visibility insights

Understand Why Your Brand Appears

Citation tracking is more than counting mentions.

We analyze the context surrounding your brand’s appearance to understand how your business is described, which topics are associated with your brand, what sources are referenced, and how competitors are positioned.

This can reveal opportunities across content, brand authority, structured information, digital PR, reviews, and other areas that contribute to how your business is represented online.

See Which Questions Drive Visibility

AI visibility is often connected to the questions users ask.

We organize tracked queries around relevant topics, customer needs, product categories, services, and commercial intent.

This allows you to identify patterns such as:

  • Queries where your brand appears frequently
  • Queries where competitors receive greater visibility
  • Topics associated with your brand
  • Questions where additional content may help
  • Changes in visibility across different query categories

These insights can support your broader SEO, content, and GEO strategy.

Compare Your AI Search Presence

Your AI search visibility becomes more meaningful when you understand how it compares with other brands in your category.

We track relevant competitors alongside your brand and analyze differences in mentions, citations, query coverage, and positioning.

This helps identify areas where competitors are gaining visibility and where your brand has opportunities to strengthen its digital presence.

Get Your Free LLM Tracking Report

Turn AI Visibility Data Into GEO Opportunities

Generative Engine Optimization focuses on improving how your brand and content can be discovered, understood, and represented across AI-powered search experiences.

Our citation tracking data can help inform GEO activities such as:

  • Content improvement
  • Topic coverage
  • Entity and brand clarity
  • Source authority development
  • Digital PR opportunities
  • Supporting content creation
  • Internal linking improvements
  • Information accuracy reviews

We use these insights alongside traditional SEO and content strategy rather than treating AI search as a completely separate marketing channel.

Frequently Asked Questions

What is AI Search Optimization?
AI Search Optimization focuses on improving a brand's website, content, relevance, entities, authority, and technical foundation for modern AI-powered search experiences.
It combines established SEO practices with strategies designed around the evolving search journey.
Generative Engine Optimization, commonly called GEO, refers to strategies focused on improving a brand's visibility and representation within generative AI search experiences.
At MD Astra, GEO forms part of our broader AI Search Optimization strategy.
Answer Engine Optimization focuses on creating clear, structured content that directly addresses user questions across search and answer-oriented digital experiences.