Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Dropbox without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Dropbox 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 Dropbox is firmly in the model's "collaborative document editor" 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 collaborative document editors? | 0 | 5/5 | 4, 5, 3, 6, 5 |
| Which collaborative document editor is most popular right now? | 0 | 2/5 | 5, 4 |
| What are the top collaborative document editing tools? | 0 | 5/5 | 5, 4, 5, 5, 5 |
| What is the best online document editor for teams? | 0 | 1/5 | 4 |
| What are the most recommended shared document editing platforms? | 0 | 5/5 | 4, 4, 4, 4, 4 |
| Which cloud document editor should I use for collaboration? | 0 | 3/5 | 5, 3, 4 |
| What are the best real-time document editing apps? | 0 | 5/5 | 4, 4, 4, 5, 6 |
| What collaborative writing tools are worth trying? | 110 | 5/5 | 6, 6, 4, 4, 5 |
| What are the best document editors for multiple users? | 0 | 5/5 | 4, 4, 5, 4, 5 |
| Which web-based document editor is best for teams? | 0 | 2/5 | 4, 7 |
| What are the best shared editing platforms for documents? | 0 | 5/5 | 4, 4, 5, 4, 4 |
| What are the top cloud-based editors for team documents? | 0 | 5/5 | 4, 4, 5, 6, 6 |
| What are the best collaborative text editors online? | 0 | 5/5 | 6, 5, 3, 3, 5 |
| Which document collaboration software is best? | 170 | 2/5 | 4, 5 |
| What are the most popular tools for collaborative document editing? | 0 | 5/5 | 3, 3, 4, 4, 4 |
This report focuses on Collaborative Document Editors because that is where Dropbox 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 23 on retrieval (gap of +13.4). 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 Collaborative Document Editors 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 22, 2026 at 7:46 PM
Click a prompt to expand its responses. 210 total responses across 72 prompts.