Measures what GPT-5 believes about Sleepgram 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 Sleepgram is firmly in the model's "pillow or bedding accessory" 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 pillow brands for comfortable sleep? | 1,300 | 0/5 | — |
| Which bedding accessory brands are most recommended? | 0 | 0/5 | — |
| What are the most popular pillow brands right now? | 140 | 0/5 | — |
| What are the best mattress topper brands for comfort? | 140 | 0/5 | — |
| Which brands make the best pillow protectors? | 0 | 0/5 | — |
| What are the top-rated bedding accessory brands? | 480 | 0/5 | — |
| What pillow brands are known for quality and comfort? | 10 | 0/5 | — |
| What are the best sleep accessory brands for better rest? | 0 | 0/5 | — |
| Which brands are best for cooling pillows? | 0 | 0/5 | — |
| What are the best hypoallergenic pillow brands? | 0 | 0/5 | — |
| Which mattress topper brands are worth buying? | 0 | 0/5 | — |
| What are the best bedding brands for comfort? | 9,900 | 0/5 | — |
| What are the most recommended pillow options for side sleepers? | 60,500 | 0/5 | — |
| Which bedding accessories are best for improving sleep? | 0 | 0/5 | — |
| What brands sell the best sleep comfort products? | 0 | 0/5 | — |
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 AuthorityThe model knows your brand when asked directly (LBA > 0) but never volunteers you in category queries. You are outside the model's go-to list. Co-mention density with established category leaders is the single biggest lever: get listed in "Top 10 X" articles alongside the brands the model currently names.
+10 to +30 on TOM over 12-18 monthsThe model knows your category but may not name your specific products. Get product-level content into independent reviews, comparison articles, and ranked lists.
+5 to +15 on LBAOther brands in the Pillows & Bedding Accessories 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 1:27 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.