Measures what GPT-5 believes about LumaFusion 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 LumaFusion is firmly in the model's "consumer video editor" 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 consumer video editor apps for beginners? | 170 | 1/5 | 7 |
| What are the top consumer video editing software options for casual creators? | 1,000 | 0/5 | — |
| Which video editor is most recommended for social media videos? | 110 | 0/5 | — |
| What are the most popular video editors for everyday use? | 70 | 0/5 | — |
| What consumer video editor should I use for quick edits? | 0 | 0/5 | — |
| What are the best easy video editing apps for non-professionals? | 480 | 0/5 | — |
| Which video editors have the best templates for casual creators? | 40 | 0/5 | — |
| What are the best video editing apps for TikTok and Instagram? | 0 | 3/5 | 5, 5, 5 |
| What are the best simple video editors for Windows and Mac? | 0 | 0/5 | — |
| Which consumer video editing software is easiest to learn? | 2,400 | 0/5 | — |
| What are the best video editors for making YouTube videos at home? | 50 | 0/5 | — |
| What are the top-rated video editor apps for mobile creators? | 20 | 5/5 | 3, 3, 2, 2, 2 |
| Which video editor is best for adding captions and music quickly? | 0 | 0/5 | — |
| What are the best affordable consumer video editing tools? | 0 | 0/5 | — |
| What video editors do most casual creators use? | 0 | 0/5 | — |
This report focuses on Consumer Video Editors because that is where LumaFusion 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 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 Consumer Video Editors 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 22, 2026 at 9:57 PM
Click a prompt to expand its responses. 202 total responses across 68 prompts.