Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Auto-Owners Insurance without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Auto-Owners Insurance 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 Auto-Owners Insurance is firmly in the model's "regional auto insurer" 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 regional auto insurers in the U.S.? | 0 | 5/5 | 2, 3, 2, 2, 1 |
| Which regional auto insurers are most recommended? | 0 | 5/5 | 2, 2, 3, 2, 2 |
| What are the top regional car insurance companies? | 0 | 5/5 | 3, 2, 2, 2, 2 |
| Which local auto insurance companies are worth considering? | 2,400 | 5/5 | 2, 6, 3, 2, 1 |
| What are the most popular regional auto insurance options? | 0 | 3/5 | 2, 7, 2 |
| What regional auto insurers have the best customer reviews? | 0 | 5/5 | 2, 2, 2, 2, 2 |
| Can you recommend the best state-based auto insurers? | 0 | 5/5 | 3, 2, 2, 2, 3 |
| Which regional insurers are good for personal auto coverage? | 0 | 5/5 | 2, 2, 2, 2, 2 |
| What are the best auto insurers that only serve certain states? | 0 | 5/5 | 2, 3, 3, 2, 2 |
| Which regional car insurance brands are known for good service? | 0 | 5/5 | 2, 2, 2, 2, 2 |
| What are the leading regional insurers for drivers? | 0 | 5/5 | 3, 2, 1, 2, 2 |
| Which smaller auto insurance companies are best in my area? | 880 | 0/5 | — |
| What are the best regional auto insurance companies for families? | 0 | 5/5 | 2, 2, 2, 3, 2 |
| What are the best regional auto insurers for affordable rates? | 0 | 5/5 | 2, 2, 2, 2, 2 |
| Which regional auto insurance providers should I look at first? | 0 | 5/5 | 2, 2, 3, 4, 2 |
This report focuses on Regional Auto Insurers because that is where Auto-Owners Insurance scores highest. The model also evaluates it against the industries below, with their own prompts and competitor sets. Click any industry for its full leaderboard.
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
You score 69 on recall but only 0 on retrieval (gap of +68.8). 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 Regional Auto Insurers 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 23, 2026 at 3:50 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.