Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Ace Handyman Services without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Ace Handyman Services 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 Ace Handyman Services is firmly in the model's "on-demand handyman service" 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 on-demand handyman services? | 590 | 2/5 | 6, 5 |
| What are the top on-demand handyman service apps? | 20 | 0/5 | — |
| Which on-demand handyman services are most recommended? | 0 | 3/5 | 5, 6, 6 |
| What are the most popular handyman service platforms? | 0 | 1/5 | 8 |
| What are the best handyman services for home repairs? | 0 | 5/5 | 2, 2, 2, 1, 2 |
| What are the best handyman services for small jobs? | 0 | 5/5 | 4, 5, 4, 4, 5 |
| Which handyman service is best for quick fixes? | 0 | 2/5 | 3, 2 |
| What are the best handyman services near me? | 2,900 | 2/5 | 3, 2 |
| What are the best handyman services for homeowners? | 0 | 4/5 | 2, 2, 2, 2 |
| What are the best handyman apps for odd jobs? | 0 | 0/5 | — |
| What are the top handyman service companies? | 0 | 5/5 | 1, 2, 2, 3, 1 |
| Which handyman services are easiest to book? | 0 | 0/5 | — |
| What are the most affordable handyman services? | 720 | 2/5 | 6, 5 |
| What are the best handyman services for mounting and assembly? | 0 | 1/5 | 5 |
| What are the best on-demand handyman services for renters? | 0 | 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 category but may not name your specific products. Get product-level content into independent reviews, comparison articles, and ranked lists.
+5 to +15 on LBAYou score 32 on recall but only 9 on retrieval (gap of +23.6). 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 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 TOMOther brands in the On-Demand Handyman Services 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 4:48 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.