How to Audit Your Company's AI Presence
How to Audit Your Company's AI Presence
This framework allows brands to quantify their visibility across major LLMs and identify specific gaps where competitors are being cited instead of their own services.
What You'll Need
- Access to multiple LLMs (ChatGPT, Claude, Perplexity, Gemini)
- A list of core brand pillars and primary product categories
- A spreadsheet for tracking citation frequency and sentiment
Steps
Step 1: Define Baseline Query Sets
Develop a series of prompts that mirror how users seek solutions in your industry. Include direct brand queries, category-level questions, and 'best of' comparison requests to test different levels of AI recall.
Step 2: Execute Cross-Model Testing
Run the identical query sets across various LLMs to identify discrepancies in responses. Note which models recognize your brand and which ones rely on outdated or incorrect information.
Step 3: Analyze Citation Sources
Identify the specific websites and documents the AI cites when mentioning your brand or competitors. Determine if the AI is pulling from your official site, third-party reviews, or industry directories.
Step 4: Evaluate Sentiment and Accuracy
Assess the tone and factual correctness of the AI's descriptions. Document any 'hallucinations' or outdated claims that could mislead potential customers or damage brand reputation.
Step 5: Map the Competitive Gap
Compare your citation frequency against top competitors for the same keywords. Identify the specific authoritative sources that are driving competitor visibility but ignoring your brand.
Step 6: Audit Structured Data Health
Review your website's schema markup to ensure it is optimized for machine readability. Verify that Organization, Product, and Review schemas are correctly implemented to help LLMs parse your data.
Step 7: Synthesize Findings into a GEO Roadmap
Prioritize the gaps identified during the audit. Focus on acquiring citations from the high-authority domains that the LLMs clearly trust as primary sources for your niche.
Expert Tips
- Use 'zero-shot' prompting first to see the AI's raw knowledge before providing any context.
- Test queries in both 'search' and 'chat' modes to see how real-time browsing affects citations.
- Focus on 'entity association'—ensure the AI links your brand to the correct industry keywords.
See also
- What is Generative Engine Optimization (GEO)?
- How to Get Your Brand Cited by ChatGPT and AI Answer Engines
- How to Optimize a Website for Perplexity AI
- Why Is My Business Not Appearing in AI Search Results?