Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Avant without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Avant 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 Avant is firmly in the model's "online personal loan lender" 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 online personal loan lenders? | 1,900 | 4/5 | 9, 6, 3, 7 |
| Which online personal loan lenders are most popular? | 0 | 5/5 | 4, 10, 6, 5, 6 |
| What are the top online personal loan lenders? | 10 | 5/5 | 5, 8, 8, 5, 5 |
| What are the best personal loan companies online? | 10 | 5/5 | 6, 8, 7, 7, 7 |
| Which online lenders are best for personal loans? | 1,900 | 3/5 | 7, 4, 5 |
| What are the most recommended personal loan lenders online? | 0 | 5/5 | 7, 8, 4, 6, 4 |
| Who are the leading online personal loan providers? | 0 | 5/5 | 6, 8, 5, 6, 8 |
| What online personal loan lenders should I look at? | 27,100 | 5/5 | 7, 8, 3, 7, 5 |
| What are the best unsecured personal loan lenders online? | 0 | 5/5 | 4, 3, 7, 7, 6 |
| Which personal loan lenders offer the easiest online application? | 0 | 4/5 | 4, 6, 4, 3 |
| What are the best digital personal loan lenders? | 0 | 5/5 | 7, 7, 3, 6, 5 |
| What are the top-rated online loan lenders for personal loans? | 0 | 4/5 | 8, 9, 8, 5 |
| Which online lenders are best for borrowing money fast? | 0 | 5/5 | 2, 5, 4, 2, 6 |
| What are the most trusted online personal loan lenders? | 0 | 3/5 | 6, 9, 6 |
| What are the best online lenders for unsecured loans? | 0 | 5/5 | 6, 7, 9, 6, 5 |
This report focuses on Online Personal Loan Lenders because that is where Avant 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 36 on recall but only 14 on retrieval (gap of +22.1). 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 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 Online Personal Loan Lenders 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 4:12 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.