How has Infrastructure as Code changed over the last five years, and are tools like Terraform still the best choice for a solo developer managing a few cloud servers?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How has Infrastructure as Code changed over the last five years, and are tools like Terraform still the best choice for a solo developer managing a few cloud servers?
3 real searches · 1 real-search pass
Infrastructure as Code trends 2025 2026 Terraform OpenTofu Pulumi Ansible solo developer small infrastructureGoogle ↗
OBSERVEDInstruction
Terraform licensing BSL OpenTofu Linux Foundation project status 2025 2026Google ↗
OBSERVEDShort fact
Terraform vs OpenTofu vs Pulumi official docs state of infrastructure as code 2025Google ↗
OBSERVEDComparison
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
Infrastructure as Code trends 2025 2026 Terraform OpenTofu Pulumi Ansible solo developer small infrastructure Google ↗
Terraform licensing BSL OpenTofu Linux Foundation project status 2025 2026 Google ↗
Terraform vs OpenTofu vs Pulumi official docs state of infrastructure as code 2025 Google ↗
- Pulumi vs. Terraform · pulumi.com
- Introduction and Infrastructure as Code :: Irurueta Docs · irurueta.com
- Choosing an IaC tool · docs.aws.amazon.com
- Terraform · docs.aws.amazon.com
- OpenTofu documentation · opentofu.org
- Ansible documentation · docs.ansible.com
- Docker Compose documentation · docs.docker.com
- cloud-init documentation · cloud-init.io
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Infrastructure as Code trends 2025 2026 Terraform OpenTofu Pulumi Ansible solo developer small infrastructure OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Terraform licensing BSL OpenTofu Linux Foundation project status 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
Terraform vs OpenTofu vs Pulumi official docs state of infrastructure as code 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |