A sampled view, not a guarantee.
By using NeedleFoundAI, you understand that assistant outputs vary and that a limited sample cannot represent every buyer, prompt or answer.
What the service does
We report selected observations from enabled AI assistants where sampling is available. Availability and prompt sets may change.
No rankings promised
Named Rate (sampled) describes only the included sample. It is not a ranking, recommendation, lead forecast, or promise of future visibility.
Your information
You are responsible for the accuracy and right to provide information entered into your profile.
Informational snapshot
Reports are an informational, sampled snapshot. Recommendations are educational and not professional, legal or marketing guarantees.
Liability
To the extent permitted by applicable law, liability is limited to the amount you paid for the report.
Availability
Sampling, report generation and checkout may be unavailable or paused. We will state this clearly rather than present a made-up result.
Scope statement
AI answers vary from run to run. This report shows how often your business appeared across many sampled answers on [date], and the public facts those answers appear to rely on. It is a visibility snapshot and fix list, not a guarantee of future recommendations.