Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Emburse without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Emburse 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 Emburse is firmly in the model's "travel and expense management system" 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 travel and expense management systems for businesses? | 0 | 4/5 | 2, 7, 8, 10 |
| What are the top travel and expense management platforms? | 0 | 5/5 | 4, 8, 7, 7, 6 |
| Which travel and expense management system is best for companies? | 0 | 0/5 | — |
| What are the most recommended travel and expense management solutions? | 0 | 4/5 | 6, 8, 8, 7 |
| What are the best expense management systems for business travel? | 0 | 3/5 | 6, 7, 6 |
| What travel and expense software do most companies use? | 0 | 2/5 | 8, 2 |
| What are the best corporate travel and expense tools? | 0 | 0/5 | — |
| Which travel and expense platforms are most popular? | 0 | 2/5 | 6, 6 |
| What are the best travel expense apps for businesses? | 0 | 0/5 | — |
| What are the top-rated travel and expense management systems? | 0 | 3/5 | 8, 8, 7 |
| What is the best software for travel booking and expense reimbursement? | 0 | 0/5 | — |
| What are the best all-in-one travel and expense platforms? | 0 | 3/5 | 3, 5, 5 |
| What travel and expense management systems are good for growing companies? | 0 | 3/5 | 6, 7, 7 |
| What are the best travel and expense systems for enterprises? | 0 | 5/5 | 4, 3, 4, 3, 3 |
| What are the leading travel and expense management solutions for businesses? | 0 | 5/5 | 3, 7, 6, 10, 5 |
This report focuses on Travel and Expense (T&E) Management Systems because that is where Emburse 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 25 on recall but only 12 on retrieval (gap of +12.5). 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 TOM is solid on specialty queries but weaker on broad category questions. Seed content that frames your brand in the exact phrasing users use in broad queries, not just your specialty sub-category.
+5 to +15 on TOMYour LBA is strong. Focus on maintaining authoritative coverage and ensuring new product launches get independent reviews within 12 months of release.
Maintain current LBAOther brands in the Travel and Expense (T&E) Management Systems 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 8:36 PM
Click a prompt to expand its responses. 210 total responses across 72 prompts.