Comprehensive Coverage
What this audit covers
Ten dimensions of AI visibility, each analyzed across your actual content, your actual competitors, and the actual AI platforms where your buyers are looking.
ChatGPT citation analysis
We query ChatGPT with the exact prompts your buyers use and document which brands it recommends, how often, and in what context. You see precisely where you appear and where you are absent across your primary keyword categories.
Brand mentions
Citation frequency
Competitor mapping
Perplexity visibility testing
Perplexity cites sources with direct links. We test your visibility across dozens of category queries, identify which competitor pages earn citations, and pinpoint the content characteristics that get referenced.
Source citations
Link attribution
Query coverage
Google AI Overviews optimization
AI Overviews appear above traditional search results for an expanding set of queries. We identify which of your target queries trigger AI Overviews, whether your content is being sourced, and what structural changes would increase your inclusion rate.
AIO triggers
Source analysis
Structural gaps
Featured snippet targeting
Featured snippets remain the primary source material for AI Overviews and voice assistants. We map every snippet opportunity in your keyword universe, assess your current win rate, and provide the exact content formatting required to claim each position.
Snippet opportunities
Win rate analysis
Format templates
Entity recognition and schema signals
AI platforms rely on entity understanding to determine which brands are authoritative in a given category. We audit your Organization, Product, FAQ, HowTo, and other schema types to ensure your entity signals are clear, consistent, and machine readable.
Knowledge panels
Schema validation
Entity consistency
FAQ and speakable markup
Content structured as explicit question and answer pairs is significantly more likely to be cited by AI platforms. We audit your FAQ content for proper markup, assess speakable schema implementation, and identify where paragraph-format answers should be restructured into extractable Q&A pairs.
FAQ schema
Speakable markup
Q&A formatting
Content structure for AI extraction
AI models extract information differently than human readers scan it. We evaluate your heading hierarchy, list formatting, definition patterns, and comparison structures to determine how efficiently AI can parse and cite your content.
Heading hierarchy
List formatting
Extraction readiness
Brand mention monitoring across AI platforms
We run systematic monitoring queries across ChatGPT, Perplexity, Google AI Overviews, and Microsoft Copilot to establish your current brand mention baseline. The output shows exactly how often, in what context, and alongside which competitors your brand appears in AI responses.
Multi-platform tracking
Mention context
Baseline metrics