Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
Measures what GPT-5 believes about CNBC 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 CNBC is firmly in the model's "business & financial publication" 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 business and financial publications for investors? | 50 | 3/5 | 10, 13, 10 |
| What are the top business news publications right now? | 0 | 5/5 | 7, 6, 5, 6, 6 |
| Which financial publications are most respected by professionals? | 0 | 0/5 | — |
| What are the most popular business publications? | 90 | 0/5 | — |
| What business and finance magazines do professionals read? | 20 | 0/5 | — |
| What are the best publications for market news and analysis? | 0 | 3/5 | 10, 7, 7 |
| Which publications are best for investing news and insights? | 10 | 2/5 | 8, 10 |
| What are the leading financial news outlets for professionals? | 0 | 5/5 | 5, 6, 5, 5, 10 |
| What are the best paid business publications? | 0 | 0/5 | — |
| Which business publications have the most in-depth reporting? | 0 | 0/5 | — |
| What are the best sources for daily business news and finance coverage? | 0 | 5/5 | 5, 5, 5, 5, 5 |
| What are the top finance magazines for investors? | 10 | 0/5 | — |
| Which business and financial publications are worth subscribing to? | 0 | 1/5 | 12 |
| What are the best business publications for executives? | 0 | 0/5 | — |
| What are the most trusted publications for business and market news? | 0 | 5/5 | 6, 7, 6, 6, 6 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
Your LBA is low. The model has limited or no specific beliefs about your brand. Focus on authoritative third-party coverage: Wikipedia, industry-specific publications, founder interviews on podcasts with transcripts, and "best of" list articles.
+10 to +25 on LBA over 12-24 monthsYour 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 AuthorityYour 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 TOMOther brands in the Business & Financial Publications 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 6:04 AM
Click a prompt to expand its responses. 189 total responses across 72 prompts.