Core Concepts

Visibility scores

Use scores as directional indicators backed by response evidence.

Visibility scores screenshot
Visibility scores in Brand Auditor.

Overall score

The overall visibility score is calculated as a 50/50 blend. Half comes from per-platform visibility rate: how often the scoring LLM platforms mention the brand. The other half comes from a composite of market answer share, citation rate, model consistency, and share of voice.

The report stores the same value as both overall and overall_visibility for compatibility across dashboards, exports, and reports.

Score bands

Brand Auditor classifies scores of 70 or higher as Strong in reports, 40 to 69 as Moderate, and below 40 as Low. The processing service stores the same thresholds internally as excellent, good, and poor.

Per-platform scores

Per-platform scores are mention rates for each LLM platform. If a scoring platform has real data, the score is the percentage of audit terms where the brand was mentioned on that platform.

Scores need evidence

Use scores to find where to look first, then read the report evidence. Keyword rows, response excerpts, citations, competitor mentions, and recommendations explain what actually happened.