What is the cheapest way to spin up and tear down preview environments dynamically for every pull request on GitHub?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the cheapest way to spin up and tear down preview environments dynamically for every pull request on GitHub?
3 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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2026 self hosted pull request preview environments Docker Compose GitHub Actions Traefik wildcard DNS VPS cost Google ↗
Hetzner Cloud VPS pricing 2026 official Google ↗
GitHub Actions pull_request closed workflow concurrency documentation Google ↗
- Ephemeral PR Preview Environments, Self-Hosted: Every Pull Request Gets a Live URL · bigiron.cc
- Self-Hosted Preview Environments: GitHub Actions + Docker · getautonoma.com
- Coolify · coolify.io
- PullPreview documentation · pullpreview.com
- FAQ · pullpreview.com
- GitHub - pullpreview/action: A GitHub Action that starts preview deployments for your pull requests and branches. It can work with any application that has a valid Docker Compose file. Also supports Helm charts. · github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 self hosted pull request preview environments Docker Compose GitHub Actions Traefik wildcard DNS VPS cost OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Hetzner Cloud VPS pricing 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GitHub Actions pull_request closed workflow concurrency documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |