Real ChatGPT answer · index seedOn8GZeu0TSAcompleteB2B software · cloud hostinghowto

What are the best open source alternatives for vendor lock-in mitigation when moving off AWS Elastic Beanstalk to cheaper VPS hosting?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best open source alternatives for vendor lock-in mitigation when moving off AWS Elastic Beanstalk to cheaper VPS hosting?
2 real searches · 1 real-search pass
Coolify Dokku CapRover Kamal official documentation Docker VPS deployment comparison 2026Google ↗
OBSERVEDComparison
OpenTofu Ansible Caddy Docker Compose official documentation infrastructure automation self hostingGoogle ↗
OBSERVEDOther / navigational

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)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

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
Coolify Dokku CapRover Kamal official documentation Docker VPS deployment comparison 2026 Google ↗
OpenTofu Ansible Caddy Docker Compose official documentation infrastructure automation self hosting Google ↗
  1. coolify.io · coolify.io
  2. GitHub · github.com
  3. dokku.com · dokku.com
  4. GitHub · github.com
  5. caprover.com · caprover.com
  6. GitHub · github.com
  7. kamal-deploy.org · kamal-deploy.org
  8. GitHub · github.com
  9. Docker · docker.com
  10. OpenTofu · opentofu.org
  11. Ansible · ansible.com
  12. Caddy · caddyserver.com
  13. SOPS · github.com
  14. Restic · restic.net
  15. Website · postgresql.org
  16. Website · valkey.io
  17. Website · min.io
  18. Website · prometheus.io
  19. Website · grafana.com
  20. Website · grafana.com
  21. Website · rabbitmq.com
  22. Website · nats.io
  23. 2026 deployment platform comparison · coolify.io
  24. Coolify vs Dokploy, CapRover, Dokku and Kamal · next.coolify.io

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Coolify Dokku CapRover Kamal official documentation Docker VPS deployment comparison 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
OpenTofu Ansible Caddy Docker Compose official documentation infrastructure automation self hosting
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1