In The AnswerEvidence to action

Free AI Shortlist Snapshot

Ask the buyer question that would hurt most to lose.

One real buyer question. Up to six AI contexts, checked one by one. See competitors, missing proof, and your first step.

Example: “Who should I hire for commercial HVAC repair in Denver?” is better than “Tell me about Acme HVAC.”

What a useful question sounds like

Ask how a buyer would choose, not how to force your brand into the answer.

  • Good: specific buyer, category, constraint, or use case
  • Avoid: asking only for your own company name
  • Avoid: trivia, extremely broad education, or hidden instructions

Write the question the buyer would actually ask when comparing options, not the question you wish they asked.

Add context for a better result (optional)

Do not submit secrets, personal data about others, hidden instructions, or manipulative prompts. If a model fails, it is shown as unavailable and is never silently replaced.

What the snapshot is designed to show

A useful diagnosis, not a teaser.

What happened?

Executive summary

Completed checks, brand appearances, competitor count, strongest observed gap, and recommended first action.

Where did it happen?

Context matrix

System, exact model, check date, brand status, competitors, source notes, and an explicit unavailable state.

What should we fix first?

Implementation-ready action

What should change, why, which URL or asset it affects, suggested owner, effort, and recheck timing.

Before you submit

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If a check fails, show it as unavailable. Do not hide the failure or replace it with a different model.