The Framework
A proprietary 5-layer framework that maps the questions machines now ask of every brand. Use the stack to diagnose where visibility breaks down and where to invest next.
Layer breakdown
Can AI agents transact with you?
The top of the stack. Determines whether autonomous shopping agents and AI assistants can confidently complete or recommend a purchase on behalf of a customer.
Will AI systems recommend you?
The brand-trust layer. Determines whether language models and recommendation systems treat your brand as a credible option worth surfacing in a comparison or recommendation.
Can AI systems retrieve you?
The answer layer. Determines whether your content can be retrieved cleanly into AI answers, summaries, and generative results across ChatGPT, Perplexity, Google AI Overviews, and similar systems.
Can machines understand you?
The semantic layer. Determines whether machines can correctly interpret what your brand is, what it sells, who it serves, and how its offerings relate to one another.
Can customers find you?
The foundation. Determines whether your brand is technically and editorially capable of being found in traditional and modern search surfaces at all.
FAQ
An Organic Visibility Audit maps your current state at each of the five layers and identifies the highest-leverage moves.
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