Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Honeywell Home without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Honeywell Home 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 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 | 5/5 | 3, 3, 3, 3, 3 |
| What are the top smart thermostat options for home use? | 0 | 5/5 | 4, 4, 4, 4, 4 |
| Which smart thermostat brands are most recommended? | 0 | 5/5 | 3, 6, 3, 3, 3 |
| What are the most popular smart thermostats right now? | 0 | 5/5 | 5, 4, 4, 4, 4 |
| What smart thermostat brands should I consider? | 260 | 5/5 | 3, 3, 3, 3, 3 |
| What are the best rated smart thermostats? | 590 | 5/5 | 3, 3, 5, 3, 4 |
| Which smart thermostats are best for energy savings? | 0 | 5/5 | 4, 3, 3, 3, 3 |
| What are the best smart thermostat choices for homeowners? | 0 | 5/5 | 3, 4, 4, 3, 3 |
| What are the best smart thermostats for apartments? | 0 | 5/5 | 3, 4, 8, 4, 4 |
| What are the best smart thermostats for HVAC systems? | 0 | 5/5 | 3, 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 | 5/5 | 3, 3, 3, 3, 3 |
| What are the best smart thermostats for learning schedules? | 0 | 5/5 | 3, 4, 3, 4, 4 |
| Which smart thermostat brands have the best features? | 0 | 5/5 | 3, 3, 3, 3, 3 |
| 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.
You score 58 on recall but only 41 on retrieval (gap of +17.6). 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 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 12:18 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.