Measures what GPT-5 believes about Honda 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 Honda is firmly in the model's "midsize sedan" 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 midsize sedan brands right now? | 0 | 5/5 | 4, 2, 3, 2, 3 |
| Which midsize sedan brands are the most popular? | 0 | 5/5 | 2, 2, 3, 2, 2 |
| What are the top-rated midsize sedan brands? | 0 | 5/5 | 3, 2, 2, 2, 2 |
| What are the most reliable midsize sedan brands? | 0 | 5/5 | 3, 3, 2, 2, 2 |
| Which midsize sedan brands are best for families? | 0 | 5/5 | 2, 2, 2, 2, 2 |
| What are the best midsize sedan brands for fuel economy? | 0 | 5/5 | 2, 4, 2, 2, 2 |
| What midsize sedan brands give the best value for money? | 0 | 5/5 | 7, 2, 2, 2, 2 |
| What are the most recommended midsize sedan brands? | 0 | 5/5 | 2, 2, 2, 3, 2 |
| Which midsize sedan brands have the best resale value? | 0 | 5/5 | 2, 2, 2, 4, 2 |
| What midsize sedan brands are good for commuting? | 0 | 5/5 | 2, 2, 2, 2, 2 |
| What are the safest midsize sedan brands? | 0 | 5/5 | 5, 3, 3, 3, 5 |
| Which midsize sedan brands are best for comfort? | 0 | 5/5 | 2, 2, 4, 3, 3 |
| What are the best midsize sedan brands in 2026? | 0 | 5/5 | 2, 2, 2, 2, 2 |
| Which midsize sedan brands are easiest to maintain? | 0 | 5/5 | 3, 2, 3, 3, 2 |
| What midsize sedan brands should I consider first? | 0 | 5/5 | 2, 2, 2, 2, 2 |
This report focuses on Midsize Sedans because that is where Honda 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 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 Midsize Sedans 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 3:33 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.