Browse the provider profiles
Compare documented workflows and limitations. Each profile identifies its evidence date and official sources.
The business problem to solve
AI visibility reports observe a sample, not every conversation a customer has. Treat recommendations as hypotheses and assess commercial results after controlled changes.
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A representative evaluation
Build prompts from customer buying questions. Save the engine, model where available, language, country context, date and full response so changes in the score remain explainable.
Questions for the supplier
- Ask which engines are included on your specific plan. An AI writer is not an AI visibility tracker.
- Separate unlinked brand mentions from clickable citations and measure visits separately.
- Repeat important prompts and keep the denominator stable. Sampled answer visibility is not total AI market share.
Measure useful outcomes
Agree the report or decision the team needs before buying. Reconcile visibility with recorded visits and qualified enquiries rather than assuming a higher software score means better commercial performance.