What is the total cost of ownership for running GitLab CI runners on Kubernetes versus standard virtual machines for a mid-sized engineering team
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the total cost of ownership for running GitLab CI runners on Kubernetes versus standard virtual machines for a mid-sized engineering team
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
GitLab Runner Kubernetes executor autoscaling documentation Docker Machine executor VM autoscaling documentation 2026 Google ↗
AWS EKS pricing control plane EC2 on demand pricing official 2026 CI runner cost comparison Google ↗
- Amazon EKS Pricing · aws.amazon.com
- Kubernetes executor · docs.gitlab.com
- Docker Machine Executor autoscale configuration · docs.gitlab.com
- GitLab Runner instance group autoscaler · docs.gitlab.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GitLab Runner Kubernetes executor autoscaling documentation Docker Machine executor VM autoscaling documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
AWS EKS pricing control plane EC2 on demand pricing official 2026 CI runner cost comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |