Measures what GPT-5 believes about Linode 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 Linode is firmly in the model's "managed kubernetes service" 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 managed Kubernetes services for deploying containerized apps? | 0 | 0/5 | — |
| What are the top managed Kubernetes platforms right now? | 0 | 2/5 | 8, 8 |
| Which managed Kubernetes service is most popular for teams? | 0 | 0/5 | — |
| What are the most recommended managed Kubernetes options? | 0 | 1/5 | 6 |
| Which managed Kubernetes service is best for production workloads? | 0 | 0/5 | — |
| What are the best cloud-managed Kubernetes cluster options? | 0 | 1/5 | 6 |
| What managed Kubernetes services do developers usually choose? | 0 | 1/5 | 11 |
| What are the best managed Kubernetes platforms for startups? | 0 | 2/5 | 5, 5 |
| What are the best managed Kubernetes services for enterprise teams? | 0 | 0/5 | — |
| What are the most reliable managed Kubernetes providers? | 0 | 0/5 | — |
| Which managed Kubernetes service has the easiest setup? | 0 | 2/5 | 5, 5 |
| What are the best managed Kubernetes services for small teams? | 0 | 3/5 | 5, 5, 5 |
| What are the best managed Kubernetes services with built-in registry support? | 0 | 0/5 | — |
| What are the best managed Kubernetes services for autoscaling apps? | 0 | 0/5 | — |
| What are the best managed Kubernetes services for running microservices? | 0 | 0/5 | — |
This report focuses on Managed Kubernetes & Container Services because that is where Linode 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 AuthorityYou score 12 on recall but only 0 on retrieval (gap of +12.5). 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 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 TOMYour 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 Managed Kubernetes & Container Services 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 9:27 PM
Click a prompt to expand its responses. 202 total responses across 68 prompts.