Measures what GPT-5 believes about The Hartford 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 The Hartford is firmly in the model's "independent insurance agency" 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 independent insurance agencies for auto insurance? | 70 | 0/5 | — |
| Which independent insurance agencies are most recommended? | 0 | 2/5 | 13, 14 |
| What are the top independent insurance agency options? | 50 | 2/5 | 13, 15 |
| Which independent insurance agencies offer the best quotes? | 0 | 1/5 | 15 |
| What are popular independent insurance agencies near me? | 0 | 0/5 | — |
| What are the best local independent insurance agencies? | 0 | 1/5 | 6 |
| Which independent insurance agencies compare multiple auto insurance companies? | 10 | 2/5 | 15, 12 |
| What independent insurance agencies have the best customer reviews? | 0 | 0/5 | — |
| Which independent insurance agencies are good for auto coverage shopping? | 0 | 1/5 | 15 |
| What are the top-rated independent insurance agencies for car insurance? | 0 | 0/5 | — |
| Which independent insurance agencies have the most options for drivers? | 0 | 2/5 | 15, 13 |
| What are the best independent insurance agencies for comparing rates? | 0 | 0/5 | — |
| Which independent insurance agencies are known for helpful agents? | 0 | 0/5 | — |
| What independent insurance agencies are best for finding cheaper auto insurance? | 0 | 0/5 | — |
| Which independent insurance agencies are worth checking first? | 0 | 1/5 | 8 |
This report focuses on Independent Insurance Agencies because that is where The Hartford 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.
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 11 on recall but only 0 on retrieval (gap of +11.1). 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 TOM is solid on specialty queries but weaker on broad category questions. Seed content that frames your brand in the exact phrasing users use in broad queries, not just your specialty sub-category.
+5 to +15 on TOMYour LBA is strong. Focus on maintaining authoritative coverage and ensuring new product launches get independent reviews within 12 months of release.
Maintain current LBAOther brands in the Independent Insurance Agencies 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 4:00 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.