Measures what GPT-5 believes about Toggle 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 Toggle is firmly in the model's "renters insurance provider" 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 renters insurance providers? | 20 | 0/5 | — |
| Which renters insurance companies are most recommended? | 0 | 0/5 | — |
| What are the top renters insurance providers for tenants? | 10 | 0/5 | — |
| What are the most popular renters insurance options? | 0 | 0/5 | — |
| Can you recommend good renters insurance providers? | 0 | 0/5 | — |
| What renters insurance provider should I choose? | 0 | 0/5 | — |
| What are the best renters insurance companies for coverage and price? | 2,400 | 0/5 | — |
| Which renters insurance providers have the best reviews? | 0 | 0/5 | — |
| What are the best-rated renters insurance providers? | 0 | 0/5 | — |
| What are the leading renters insurance companies? | 0 | 0/5 | — |
| What are the best affordable renters insurance providers? | 0 | 0/5 | — |
| What are the best renters insurance options for apartment renters? | 14,800 | 0/5 | — |
| Which renters insurance providers are easiest to sign up with? | 0 | 3/5 | 2, 2, 2 |
| What are the best renters insurance providers for first-time renters? | 0 | 0/5 | — |
| What are the best renters insurance providers for tenants? | 1,600 | 0/5 | — |
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 AuthorityThe model knows your brand when asked directly (LBA > 0) but never volunteers you in category queries. You are outside the model's go-to list. Co-mention density with established category leaders is the single biggest lever: get listed in "Top 10 X" articles alongside the brands the model currently names.
+10 to +30 on TOM over 12-18 monthsThe model knows your category but may not name your specific products. Get product-level content into independent reviews, comparison articles, and ranked lists.
+5 to +15 on LBAOther brands in the Renters Insurance Providers 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 4:22 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.