Measures what GPT-5 believes about Honeywell Home T9 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 Honeywell Home T9 is firmly in the model's "smart thermostat" 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 smart thermostat brands? | 0 | 0/5 | — |
| What are the top smart thermostat options for home use? | 0 | 4/5 | 4, 4, 4, 4 |
| Which smart thermostat brands are most recommended? | 0 | 0/5 | — |
| What are the most popular smart thermostats right now? | 0 | 2/5 | 5, 4 |
| What smart thermostat brands should I consider? | 260 | 0/5 | — |
| What are the best rated smart thermostats? | 590 | 3/5 | 3, 5, 4 |
| Which smart thermostats are best for energy savings? | 0 | 3/5 | 4, 3, 3 |
| What are the best smart thermostat choices for homeowners? | 0 | 3/5 | 4, 4, 3 |
| What are the best smart thermostats for apartments? | 0 | 2/5 | 4, 8 |
| What are the best smart thermostats for HVAC systems? | 0 | 4/5 | 3, 3, 3, 3 |
| What smart thermostat options are easiest to use? | 0 | 5/5 | 3, 4, 4, 3, 4 |
| What smart thermostats work with remote control? | 10 | 2/5 | 3, 3 |
| What are the best smart thermostats for learning schedules? | 0 | 4/5 | 3, 4, 4, 4 |
| Which smart thermostat brands have the best features? | 0 | 0/5 | — |
| What are the best smart thermostats for a new home? | 0 | 5/5 | 3, 3, 3, 3, 7 |
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 0 on retrieval (gap of +24.6). 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 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 Smart Thermostats 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 12:25 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.