Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Method without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Method 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 Method is firmly in the model's "household surface cleaner" 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 household surface cleaner brands? | 0 | 5/5 | 3, 2, 1, 1, 3 |
| What are the most popular all-purpose cleaner brands? | 0 | 5/5 | 3, 4, 3, 2, 5 |
| Which household surface cleaner brands are the best? | 0 | 5/5 | 2, 1, 1, 1, 4 |
| What are the top-rated surface cleaner brands for home use? | 0 | 5/5 | 1, 1, 2, 1, 1 |
| What are the most recommended cleaning spray brands for hard surfaces? | 0 | 5/5 | 1, 1, 1, 1, 3 |
| What are the best cleaning wipe brands for household surfaces? | 0 | 5/5 | 3, 4, 3, 4, 4 |
| What are the best disinfectant cleaner brands for home surfaces? | 0 | 4/5 | 4, 4, 4, 3 |
| What are the leading brands for kitchen and bathroom surface cleaners? | 0 | 5/5 | 4, 1, 4, 1, 3 |
| What are the best all-purpose spray brands for cleaning surfaces? | 0 | 5/5 | 1, 2, 1, 3, 1 |
| What surface cleaner brands do people trust most? | 0 | 5/5 | 4, 3, 1, 4, 4 |
| What are the best household cleaner brands for everyday messes? | 0 | 5/5 | 1, 1, 1, 1, 2 |
| What are the top household cleaning brands for hard surfaces? | 0 | 5/5 | 1, 5, 4, 3, 3 |
| What are the best degreasing cleaner brands for home surfaces? | 0 | 5/5 | 5, 3, 6, 5, 2 |
| What are the most effective surface cleaner brands? | 0 | 5/5 | 4, 3, 4, 4, 3 |
| What are the best home cleaning spray brands? | 0 | 5/5 | 1, 1, 1, 1, 1 |
This report focuses on Household Surface Cleaners because that is where Method 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.
You score 68 on recall but only 10 on retrieval (gap of +57.9). 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 Household Surface Cleaners 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 1:42 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.