What are some clever ways to optimize database queries and server sizing to lower our DigitalOcean hosting bill?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are some clever ways to optimize database queries and server sizing to lower our DigitalOcean hosting bill?
3 real searches · 1 real-search pass
DigitalOcean Droplet pricing CPU memory bandwidth monitoring resize documentation 2026Google ↗
OBSERVEDInstruction
DigitalOcean managed database pricing connection pooling PostgreSQL documentationGoogle ↗
OBSERVEDComparison
DigitalOcean monitoring metrics Droplet CPU memory disk usage documentationGoogle ↗
OBSERVEDReason
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
DigitalOcean Droplet pricing CPU memory bandwidth monitoring resize documentation 2026 Google ↗
DigitalOcean managed database pricing connection pooling PostgreSQL documentation Google ↗
DigitalOcean monitoring metrics Droplet CPU memory disk usage documentation Google ↗
- Droplet Metrics · docs.digitalocean.com
- Monitoring Quickstart · docs.digitalocean.com
- Choosing the Right CPU Droplet Plan · docs.digitalocean.com
- Droplet Features · docs.digitalocean.com
- How to Resize Droplets for Vertical Scaling · docs.digitalocean.com
- Managed Databases Pricing · digitalocean.com
- PostgreSQL Pricing · docs.digitalocean.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
DigitalOcean Droplet pricing CPU memory bandwidth monitoring resize documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
DigitalOcean managed database pricing connection pooling PostgreSQL documentation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
DigitalOcean monitoring metrics Droplet CPU memory disk usage documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |