How to evaluate AI visibility tools

Start with real buyer questions, compare recorded model responses, and measure business outcomes separately. Prefer inspectable evidence over promises about rankings, citations, or revenue.

How do I check whether AI mentions my company?

Choose questions a buyer would ask before selecting a provider. Test the same wording across relevant models, save complete responses, and distinguish brand mentions from links to your domain. One answer is a snapshot, not a market share estimate.

Which questions are most useful for sales research?

Start with actual sales and support inquiries about price, alternatives, integrations, security, implementation, and suitability. Record where each question came from. AI generated research suggestions can expand coverage, but do not prove that customers asked those questions.

What does AI visibility monitoring cost?

Proven Cite plans start at $29/month. Compare domains, pages, provider availability, test limits, team access, and staff time rather than the headline price alone. Check current plan limits before buying.

Can this measure every conversation in ChatGPT or Claude?

No. Proven Cite does not access private consumer conversations or global prompt volume. Its API model tests may differ from consumer interfaces because of model versions, browsing, personalization, and session context.

Will a higher readiness score produce citations?

Not necessarily. A readiness score evaluates content against our rubric; it is not a calibrated prediction of model behavior. Repeat model tests after meaningful changes and review the responses, including negative results.

How do I connect citations to leads or sales?

Measure identifiable referrals, qualified leads, trials, and paid conversions separately in analytics and your CRM. Preserve unknown attribution rather than assigning it to AI. A change in citations alone does not prove incremental revenue.

How should I choose between tools?

Test the same buyer questions in each shortlisted product. Inspect source evidence, provider coverage, scheduling, export options, and pricing limits. Ahrefs and Semrush also offer AI visibility products; compare current packages rather than assuming SEO tools lack these features.