Measures what GPT-5 believes about Hongqi 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 Hongqi is firmly in the model's "luxury electric vehicle" 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 luxury electric vehicle brands right now? | 1,300 | 0/5 | — |
| Which luxury electric vehicle brands are most recommended? | 0 | 0/5 | — |
| What are the top luxury electric vehicles to consider? | 90 | 0/5 | — |
| Which premium electric car brands are worth looking at? | 0 | 0/5 | — |
| What are the most popular luxury EV options? | 0 | 0/5 | — |
| What luxury electric vehicle brands have the best reputation? | 0 | 0/5 | — |
| Which high-end electric car brands are best overall? | 0 | 0/5 | — |
| What are the best premium electric vehicle models? | 0 | 0/5 | — |
| Which luxury EV brands should I know about? | 90 | 0/5 | — |
| What are the best luxury plug-in hybrid and electric vehicle brands? | 0 | 0/5 | — |
| What are the top-rated luxury electric cars? | 40 | 0/5 | — |
| Which upscale electric vehicle brands are leading the market? | 0 | 0/5 | — |
| What are the best luxury EV choices for buyers? | 0 | 0/5 | — |
| Which premium automakers make the best electric vehicles? | 0 | 0/5 | — |
| What luxury electric vehicle brands are most talked about? | 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 monthsYour 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 Luxury Electric Vehicles 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 PM
Click a prompt to expand its responses. 210 total responses across 72 prompts.