Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Todoist without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Todoist 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 Todoist is firmly in the model's "task management app" 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 task management apps for teams? | 1,900 | 1/5 | 7 |
| Which task management app is most popular right now? | 0 | 5/5 | 3, 1, 1, 1, 1 |
| What are the top task management apps for productivity? | 50 | 5/5 | 1, 1, 1, 1, 1 |
| What task management apps do most people recommend? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| Which task management apps are easiest to use? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the best task management apps for small teams? | 0 | 5/5 | 5, 5, 6, 5, 5 |
| What are the most-used task management apps? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the best-rated task management apps? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| Which task management apps are best for everyday work? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the best task management apps for remote teams? | 0 | 0/5 | — |
| Which task management app should I try first? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the best task management apps for individuals? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the most recommended task management tools? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| Which task management apps are worth using? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the best task management apps for getting organized? | 0 | 5/5 | 1, 1, 1, 1, 1 |
This report focuses on Task Management Apps because that is where Todoist 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.
You score 100 on recall but only 81 on retrieval (gap of +19.3). Training-data authority is outpacing your current web footprint. Publish fresh, well-cited content to keep search-augmented responses including your brand.
Close the fragility gapYour 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 Task Management Apps 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 6:07 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.