Every audit follows the same framework. Same rigor. Same evidence-based output structure. Different findings every time.
We identify the specific prompts your buyers are actually using when they ask AI engines about problems you solve. This includes category-discovery prompts, comparison prompts, alternative-search prompts, use-case prompts, buyer-intent prompts, and problem-aware prompts.
Most teams test the prompts they think matter. The audit only works if we're testing the prompts your buyers are actually using. Wrong prompts, wrong findings, wrong roadmap.
Which prompt categories drive the most buyer activity in your category, and where your brand needs to surface to capture them.
A custom prompt set, organized by category and buyer intent stage, scoped to your audit.
Custom prompt setWe run every prompt across every selected AI engine and document the full response. We capture brand mentions, recommendations, competitor mentions, citation sources, and entity descriptions for each prompt-engine pair.
AI engines behave differently. ChatGPT cites differently than Perplexity. Gemini synthesizes differently than Google AI Overviews. A single test on one engine is not a diagnosis.
Where you're recommended, where you're invisible, where competitors are cited instead, and how each AI engine characterizes you.
A complete visibility matrix scored across the Three Gates: Retrieval, Recognition, Recommendation.
Visibility matrix · Three GatesWe map every source AI engines pull from when answering prompts in your category. We then assess how clearly AI systems understand your brand entity, what you do, who you serve, and how you differ from competitors.
AI answer engines don't recommend brands they don't understand. Citation gaps and entity confusion are the two most common reasons B2B brands stay invisible.
Which sources you need to be cited by. How clearly AI understands your brand. Where positioning gets lost in translation.
A citation source map and entity clarity assessment.
Citation map · Entity assessmentWe synthesize findings into a 90-day execution roadmap, ranked by impact and effort. Each recommendation maps to a specific gate, prompt cluster, or citation gap.
Findings without prioritization create paralysis. The roadmap turns the diagnostic into action. It tells your team what to do Monday morning, and what can wait.
Exactly what to fix first, what to fix next, and what can wait. Each recommendation is tied to a specific finding.
A prioritized 90-day roadmap with page-level recommendations.
90-day prioritized roadmapRequest your AI visibility baseline. We'll review your situation and recommend the right audit scope.