Summary
This report is a production-ready benchmark template. Results will be published only after the same prompt set has been measured and stored for each stated provider.
Methodology
Each run preserves provider, model where available, exact prompt, date, brand mention, brand citation, cited URL, competitors and notes. Missing provider configuration is reported as not measured, not zero visibility.
Dataset and results
| Field | Current status |
|---|---|
| Fixed prompts | Defined and versioned |
| Provider sample | Pending measured runs |
| Mention / citation rates | Not measured |
| Competitor share | Not measured |
Limitations
AI answers are variable, provider-specific and time-bound. This benchmark does not claim a permanent rank or extrapolate an unmeasured provider into a zero result.
References
CiteVano methodology explains the distinction between technical readiness and observed answer-engine visibility.