Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Aqara without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Aqara 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 Aqara is firmly in the model's "video doorbell" 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 video doorbell brands right now? | 0 | 5/5 | 5, 6, 5, 5, 5 |
| What are the top-rated video doorbell options? | 5,400 | 4/5 | 5, 5, 7, 5 |
| Which video doorbell brands are most popular? | 0 | 3/5 | 6, 6, 5 |
| What are the most recommended video doorbells? | 0 | 5/5 | 5, 5, 5, 5, 5 |
| What video doorbell brands should I consider? | 50 | 5/5 | 5, 6, 5, 5, 5 |
| What are the best smart video doorbells? | 40 | 1/5 | 2 |
| What are the best wireless video doorbell brands? | 320 | 5/5 | 5, 6, 5, 5, 5 |
| What are the best video doorbells for home security? | 0 | 1/5 | 6 |
| Which video doorbells have the best reviews? | 0 | 5/5 | 6, 5, 5, 5, 6 |
| What are the most trusted video doorbell brands? | 0 | 5/5 | 5, 6, 6, 5, 5 |
| What are the best video doorbells for apartments? | 0 | 0/5 | — |
| What are the best video doorbells for homeowners? | 0 | 4/5 | 5, 5, 5, 6 |
| What video doorbell brands are easiest to use? | 0 | 0/5 | — |
| What are the best video doorbells with two-way audio? | 0 | 3/5 | 5, 4, 5 |
| What are the best video doorbells with motion alerts? | 0 | 4/5 | 5, 5, 5, 5 |
This report focuses on Video Doorbells because that is where Aqara 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 43 on recall but only 6 on retrieval (gap of +37.3). 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 Video Doorbells 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 12:26 AM
Click a prompt to expand its responses. 202 total responses across 68 prompts.