I have to choose between AWS, GCP, and Neon for our new startup database today, so which one has the least painful developer experience?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I have to choose between AWS, GCP, and Neon for our new startup database today, so which one has the least painful developer experience?
2 real searches · 1 real-search pass
Neon AWS RDS GCP Cloud SQL AlloyDB developer experience branching autoscaling serverless PostgreSQL 2026Google ↗
OBSERVEDComparison
Neon official docs branching autoscaling scale to zero connection pooling PostgreSQL; AWS RDS developer experience PostgreSQL; Google Cloud SQL AlloyDB developer experienceGoogle ↗
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)
Classes come from the query-classifier (a local Laya model). 2 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
Neon AWS RDS GCP Cloud SQL AlloyDB developer experience branching autoscaling serverless PostgreSQL 2026 Google ↗
Neon official docs branching autoscaling scale to zero connection pooling PostgreSQL; AWS RDS developer experience PostgreSQL; Google Cloud SQL AlloyDB developer experience Google ↗
- Move Fast and “Branch” Things · neon.com
- website/content/docs/introduction/compute-lifecycle.md at main · neondatabase/website · github.com
- Neon documentation · neon.com
- Amazon RDS Multi AZ Deployments | Cloud Relational Database · aws.amazon.com
- Optimize your AWS RDS Dev Environments with Neon Postgres · neon.com
- AWS RDS documentation · docs.aws.amazon.com
- Configure managed connection pooling | AlloyDB for PostgreSQL | Google Cloud Documentation · docs.cloud.google.com
- Connection overview | AlloyDB for PostgreSQL | Google Cloud Documentation · docs.cloud.google.com
- Cloud SQL documentation · cloud.google.com
- AlloyDB documentation · cloud.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Neon AWS RDS GCP Cloud SQL AlloyDB developer experience branching autoscaling serverless PostgreSQL 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Neon official docs branching autoscaling scale to zero connection pooling PostgreSQL; AWS RDS developer experience PostgreSQL; Google Cloud SQL AlloyDB developer experience OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |