Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Monzo without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Monzo 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 Monzo is firmly in the model's "neobank" 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 neobanks for everyday banking? | 0 | 1/5 | 5 |
| Which neobank apps are most popular right now? | 0 | 5/5 | 5, 4, 3, 4, 4 |
| What are the top neobank options for students? | 0 | 4/5 | 4, 7, 6, 6 |
| Which neobanks have the best budgeting tools? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the best neobanks for low fees? | 0 | 1/5 | 3 |
| Which neobank is best for mobile banking? | 0 | 4/5 | 2, 2, 2, 1 |
| What are the most recommended neobank accounts? | 0 | 5/5 | 2, 6, 3, 3, 6 |
| Which neobanks are good for saving money? | 0 | 3/5 | 6, 6, 6 |
| What are the best neobanks for direct deposit? | 0 | 0/5 | — |
| Which neobanks are easiest to open online? | 0 | 3/5 | 4, 5, 3 |
| What are the best neobanks for freelancers? | 0 | 2/5 | 6, 7 |
| Which neobank options are best for teens? | 0 | 0/5 | — |
| What are the top neobanks with no monthly fee? | 0 | 1/5 | 5 |
| Which neobanks offer the best cash back? | 0 | 1/5 | 4 |
| What are the best neobank apps for managing spending? | 0 | 5/5 | 1, 1, 1, 1, 1 |
This report focuses on Neobanks because that is where Monzo 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 56 on recall but only 32 on retrieval (gap of +24.0). 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 Neobanks 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 3:59 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.