Measures what GPT-5 believes about NEO Finance 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 NEO Finance is firmly in the model's "peer-to-peer lending marketplace" 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 peer-to-peer lending marketplaces for personal loans? | 10 | 0/5 | — |
| What are the top peer-to-peer lending platforms right now? | 10 | 0/5 | — |
| Which peer-to-peer lending marketplaces are most popular? | 0 | 0/5 | — |
| What are the best P2P lending sites for borrowers? | 40 | 0/5 | — |
| What are the best P2P lending platforms for investors? | 170 | 0/5 | — |
| Which peer-to-peer lending marketplace is best for personal loans? | 260 | 0/5 | — |
| What are the most recommended peer-to-peer lending apps? | 0 | 0/5 | — |
| What are the best online peer-to-peer lending options? | 0 | 0/5 | — |
| Which peer-to-peer lending marketplaces are reliable? | 0 | 0/5 | — |
| What are the top-rated peer-to-peer lending sites? | 0 | 0/5 | — |
| What are the best peer-to-peer lending options for unsecured personal loans? | 0 | 0/5 | — |
| Which peer-to-peer lending platforms are best for low-interest personal loans? | 0 | 0/5 | — |
| What peer-to-peer lending marketplaces should I use to invest in loans? | 10 | 0/5 | — |
| What are the best peer-to-peer lending marketplaces for beginners? | 0 | 0/5 | — |
| Which peer-to-peer lending marketplace offers the best rates? | 10 | 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 Peer-to-Peer Lending Marketplaces 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 4:23 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.