Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Carhartt without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Carhartt 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 Carhartt is firmly in the model's "heritage workwear label" 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 heritage workwear labels for rugged everyday wear? | 0 | 5/5 | 1, 1, 1, 1, 2 |
| Which heritage workwear brands are most recommended for durable denim and jackets? | 0 | 4/5 | 1, 4, 1, 1 |
| What are the top heritage workwear labels to check out right now? | 0 | 5/5 | 1, 3, 1, 1, 1 |
| Can you suggest popular heritage workwear brands with classic American style? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the best workwear-inspired clothing brands for men? | 170 | 5/5 | 1, 1, 1, 1, 1 |
| Which brands make the best rugged casualwear in a heritage workwear style? | 0 | 1/5 | 2 |
| What are some well-known heritage workwear labels for chore coats and denim? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the most popular American workwear brands? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| Which heritage workwear brands are worth buying for quality and durability? | 10 | 5/5 | 1, 2, 2, 1, 2 |
| What are the best utilitarian clothing brands with a heritage feel? | 10 | 3/5 | 1, 10, 11 |
| Can you list some classic workwear labels with timeless styles? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the best brands for heavy-duty denim and work jackets? | 0 | 5/5 | 6, 1, 7, 1, 1 |
| Which heritage workwear brands have the best reputation for craftsmanship? | 0 | 5/5 | 3, 3, 7, 5, 5 |
| What are the most iconic workwear brands in the heritage style? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What heritage workwear labels should I look at for durable basics? | 0 | 5/5 | 1, 1, 1, 1, 1 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
You score 100 on recall but only 79 on retrieval (gap of +20.6). 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 Heritage Workwear Labels 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 12:48 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.