AI Search Visibility Audits

The business problem

You cannot improve a presence you have not measured. A single branded query rarely reflects how real buyers explore a category.

Our approach

Build a relevant buyer-question set, observe answers across selected platforms, and compare mentions, citations, and descriptions with your competitors.

Deliverables and responsibility

The engagement defines which outputs are included. The business provides accurate facts, relevant expertise, permission for access, and approval of material claims.

• Defined prompt set and testing conditions
• Observed mentions, citations, and accuracy review
• Competitor comparison and prioritized opportunity report

Research before commitment

A full audit examines a defined sample of buyer questions, competitors, descriptions, and visible sources. Unlike the free diagnostic, it produces a documented baseline and roadmap. Platform, market, sample, delivery format, reviewer responsibility, fees, and timing are agreed before research begins. This is an illustrative use case, not a client result.

Strategic benefit and evaluation

Choose your next investment using an evidence-based baseline. Measure: Answer inclusion by prompt and platform, citation presence, factual accuracy, and documented gaps.

Scope before implementation

Confirm platforms, market, access, responsibilities, deliverables, review milestones, fees, and exclusions before work begins. No platform placement or business outcome is guaranteed. A full audit, implementation, and ongoing review are distinct scopes.

Start with the relevant questions

A free 10-minute diagnostic can clarify one focused part of your presence. It is not a comprehensive review or a purchase commitment.

Connect the work

See how the research becomes approved implementation, or explore the questions relevant to your sector.