Explore the evidence, compare engine behavior, study your competitors, monitor your PR effectiveness, identify product weaknesses, and move directly from insight to prioritized actions.
The 2×2 matrix maps recommendations by likely business impact and effort, helping teams identify quick wins, strategic investments, and the best place to start. Hovering an action reveals the issue, workgroup, impact level, and recommended next step.
The scorecard evaluates the complete machine journey through your site. It exposes technical, content, authority, and agentic-readiness gaps that weaken discoverability or cause AI systems to repeat incomplete and inaccurate answers.
Recognition is not the same as recommendation. The engine behavior view shows where ChatGPT, Gemini, Claude, Perplexity, and Grok agree, where they diverge, and which systems require a different evidence strategy.
Every Perception Briefing includes a CEO- and board-ready report showing what AI engines think about the company, its products, and competitors today; where discoverability and answer-accuracy gaps exist; and what the brand should prioritize to address them. It turns audit data and actions into a clear business story leadership can understand, debate, and act on.
A clear account of how the company, products, category position, proof, and competitors are represented across frontier systems.
The discoverability, accuracy, evidence, and trust gaps most likely to distort buying decisions or allow competitors to own the narrative.
A focused sequence of actions tied to business impact, ownership, effort, and the evidence required to change machine and market perception.
Start with a guided briefing tailored to your market, buyers, competitors, and business priorities.