Who uses it

One product, two ways to use the findings.

Marketing teams and business owners can use three different AI-assisted checks: compare several models' reading of supplied website text, test one message in a buyer role-play, or explore possible gaps in generated market descriptions. The findings are prompts for investigation, not customer or live-search evidence.

Marketing teams

Brand, demand, category, and insights

Use Visibility to compare several model answers with five descriptions. Use Message to review one AI-written buyer reaction against five response descriptions. Use Offer to compare AI-generated problem and solution text. Each can suggest a question for customer research; none proves what buyers think or what the market will do.

Bring a finding to a review as a specific lead to investigate, not as a measured campaign result or a promise of future revenue.

Business owners

Small and mid-size companies

Start by pasting the website wording you already have, asking one AI model to role-play a buyer reading your message, or describing an idea for an AI market scan.

Read what the AI actually wrote. Then check important claims with live sources and real customers.

What both audiences can expect

The checks keep their method clear: Visibility uses several AI models, Message uses one role-play response, and Offer compares generated text without fixed SSR anchors. None can force AI assistants to recommend you or replace customer research.

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