Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Whitespark without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Whitespark from training alone, before any web search. We probe the model 5 times across 5 different angles and score 5 sub-signals.
High overlap with brand prompts shows Whitespark is firmly in the model's "local SEO service" category.
Unprompted recall on 15 high-volume discovery prompts, run 5 times each in pure recall mode (no web). Brands that surface here are baked into the model's training, not borrowed from live search.
| Discovery prompt | Volume | Appeared | Positions (5 runs) |
|---|---|---|---|
| What are the best local SEO services for small businesses? | 320 | 4/5 | 9, 9, 9, 7 |
| What are the top local SEO companies for getting more local leads? | 590 | 3/5 | 2, 9, 7 |
| Which local SEO service providers are most recommended? | 0 | 2/5 | 2, 10 |
| What are the most popular local SEO services? | 0 | 5/5 | 5, 3, 8, 3, 8 |
| What local SEO service is best for Google Business Profile optimization? | 0 | 5/5 | 1, 1, 1, 3, 5 |
| Which local SEO companies are best for ranking in map results? | 0 | 5/5 | 2, 2, 2, 1, 8 |
| What are the best local SEO agencies for service businesses? | 0 | 2/5 | 1, 4 |
| What local SEO service should I use to get more calls from nearby customers? | 0 | 3/5 | 3, 2, 5 |
| What are the top-rated local SEO services for restaurants? | 590 | 1/5 | 5 |
| What are the best local SEO services for contractors? | 590 | 5/5 | 8, 10, 8, 10, 9 |
| What local SEO company is best for multi-location businesses? | 0 | 0/5 | — |
| What are the best local SEO services for dentists? | 1,000 | 4/5 | 12, 5, 7, 9 |
| Which local SEO providers are best for improving local search visibility? | 0 | 5/5 | 2, 2, 6, 2, 2 |
| What are the best local SEO options for small local businesses? | 1,900 | 5/5 | 3, 8, 3, 3, 6 |
| What are the best local SEO services for ranking on Google Maps? | 40 | 5/5 | 6, 2, 8, 3, 2 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
Your Authority is low across category queries. Users asking about your category do not see you. Priority: get listed in "best of" and "top N" articles for your category on domains with strong training-data crawl presence.
+10 to +25 on AuthorityYou score 32 on recall but only 6 on retrieval (gap of +26.2). Training-data authority is outpacing your current web footprint. Publish fresh, well-cited content to keep search-augmented responses including your brand.
Close the fragility gapYour LBA is strong. Focus on maintaining authoritative coverage and ensuring new product launches get independent reviews within 12 months of release.
Maintain current LBACore TOM is strong. Watch for specific differentiators (slogans, signature products) that appear in only some iterations. Push those into training-data-crawled headlines.
Maintain / refine TOMOther brands in the Local SEO Services industry, ranked by overall AI Visibility Score.
Every score on this page is reproducible. Below is exactly what we ran and how we computed each number.
(LBA × Authority × TOM)^(1/3). Geometric mean is used so that any single weak metric pulls the overall score down, rather than being masked by strength elsewhere.
quality × meta × stability × share × recognition × 100. Each sub-signal is on a 0-1 scale. Read the full LBA methodology →
Analysis run on April 21, 2026 at 4:14 PM
Click a prompt to expand its responses. 205 total responses across 71 prompts.