Measures what GPT-5 believes about Lodge 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 Lodge is firmly in the model's "cookware set" 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 cookware set brands overall? | 110 | 3/5 | 7, 7, 9 |
| What are the top-rated cookware set brands? | 0 | 1/5 | 8 |
| What are the most popular cookware sets right now? | 40 | 0/5 | — |
| Which cookware set brands are best for home cooks? | 110 | 2/5 | 8, 6 |
| What cookware set brands do people recommend most? | 0 | 2/5 | 8, 8 |
| What are the best cookware sets for beginners? | 0 | 0/5 | — |
| What are the best cookware set brands for value? | 140 | 0/5 | — |
| What are the best nonstick cookware set brands? | 2,900 | 0/5 | — |
| What are the best stainless steel cookware set brands? | 4,400 | 0/5 | — |
| What are the best durable cookware set brands? | 0 | 3/5 | 7, 6, 8 |
| What cookware set brands are best for everyday cooking? | 40 | 1/5 | 6 |
| What are the best cookware sets for a new kitchen? | 0 | 0/5 | — |
| What are the best cookware set brands for families? | 0 | 0/5 | — |
| What are the best affordable cookware set brands? | 1,300 | 1/5 | 6 |
| What are the best cookware set brands at mid-range prices? | 0 | 0/5 | — |
This report focuses on Cookware Sets because that is where Lodge 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 12 on recall but only 0 on retrieval (gap of +11.6). 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 Cookware Sets 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 1:36 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.