Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Grab without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Grab 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 Grab is firmly in the model's "ride-hailing platform" 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 ride-hailing platforms? | 0 | 5/5 | 4, 4, 4, 4, 3 |
| What are the top ride-hailing apps in the world? | 10 | 5/5 | 3, 3, 4, 4, 4 |
| Which ride-hailing platform is most popular? | 0 | 5/5 | 4, 3, 3, 3, 3 |
| What ride-hailing apps are worth using? | 0 | 5/5 | 4, 4, 4, 4, 4 |
| What are the most reliable ride-hailing platforms? | 0 | 5/5 | 4, 4, 3, 4, 4 |
| Which ride-hailing apps are best for travelers? | 0 | 5/5 | 3, 3, 4, 3, 3 |
| What are the best global ride-hailing platforms? | 0 | 5/5 | 2, 4, 4, 3, 4 |
| What are the most used ride-hailing apps? | 0 | 5/5 | 4, 4, 3, 4, 4 |
| What are the best ride-hailing options in major cities? | 0 | 5/5 | 6, 6, 4, 5, 5 |
| Which ride-hailing platform should I use? | 0 | 5/5 | 4, 4, 3, 6, 4 |
| What are the best ride-hailing apps for cheap rides? | 0 | 5/5 | 5, 5, 6, 6, 5 |
| What ride-hailing platforms have the most coverage? | 0 | 5/5 | 3, 4, 3, 3, 4 |
| What are the safest ride-hailing apps? | 0 | 4/5 | 5, 3, 4, 3 |
| What are the best ride-hailing platforms for airport trips? | 0 | 5/5 | 4, 4, 4, 5, 4 |
| Which ride-hailing apps are best overall? | 0 | 5/5 | 4, 4, 4, 4, 4 |
This report focuses on Global Ride-Hailing Platforms because that is where Grab 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 40 on recall but only 6 on retrieval (gap of +33.6). 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 Global Ride-Hailing Platforms 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 3:35 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.