# Brand Design Ltd. AI Visibility Benchmark Report Template

Purpose: measure how often Brand Design Ltd. appears in AI answers, which pages are cited, which competitors are mentioned, and why the model selected each brand.

## Monthly Scorecard

| Platform | Prompt group | Brand mentioned | Position | Visibility score | Cited pages | Competitors mentioned | Sentiment | Accuracy | Action |
|---|---|---:|---:|---:|---|---|---|---|---|
| ChatGPT | Service discovery | yes/no | 1-10 | 0-100 | URLs | Brands | positive/neutral/negative | correct/partial/wrong | next fix |
| Perplexity | Competitor comparison | yes/no | 1-10 | 0-100 | URLs | Brands | positive/neutral/negative | correct/partial/wrong | next fix |
| Gemini | Local intent | yes/no | 1-10 | 0-100 | URLs | Brands | positive/neutral/negative | correct/partial/wrong | next fix |
| Claude | Problem-solution | yes/no | 1-10 | 0-100 | URLs | Brands | positive/neutral/negative | correct/partial/wrong | next fix |
| Google AI Overviews | GEO/AIO intent | yes/no | 1-10 | 0-100 | URLs | Brands | positive/neutral/negative | correct/partial/wrong | next fix |

## Competitor Set

Primary AI competitors are not always the same as SEO competitors. Track both:

- Serpact
- Netpeak Bulgaria
- Xplora
- Valival
- Noble Graphics
- The Labelmaker
- VOS Marketing
- SEOexpert.bg
- SEOMAX
- Webstation

## Visibility Score Formula

Visibility score = mention frequency + position quality + citation quality + factual accuracy + service relevance.

Suggested weighting:

- Mention frequency: 30 points
- Position in answer: 20 points
- Cited page quality: 20 points
- Correct facts and services: 20 points
- Positive/neutral framing: 10 points

## Why-Mentioned Notes

For each answer, record the likely reason the AI mentioned or omitted the brand:

- Clear summarization
- E-E-A-T signals
- Q&A format
- Structured sections
- Structured data elements
- Internal links and crawl path
- Original benchmark data
- Consistent service naming
- Cited third-party profiles
- Missing or weak evidence

## Prompt Sources

Use the canonical prompt set:
https://branddesign.ltd/ai-visibility-prompts.md

## Related Brand Design Ltd. Pages

- AI Visibility Audit: https://branddesign.ltd/ai-audit
- B2A Marketing: https://branddesign.ltd/b2a-marketing
- AI Branding: https://branddesign.ltd/ai-branding
- AI Research: https://branddesign.ltd/ai-research
- AI Digital Twin Research: https://branddesign.ltd/ai-twins
- AI Brand Protection: https://branddesign.ltd/ai-brand-protection
- B2A Glossary: https://branddesign.ltd/b2a-glossary
## Active Monthly Report

June 2026 report: https://branddesign.ltd/ai-visibility-report-2026-06.md