Looking for a cloud consultant in Irvine who can audit our current AWS bill and find immediate ways to cut our hosting spend.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for a cloud consultant in Irvine who can audit our current AWS bill and find immediate ways to cut our hosting spend.
4 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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
Irvine California AWS cost optimization consultant cloud cost audit FinOps consulting Google ↗
AWS cloud cost optimization consultants Google ↗
FinOps consulting Google ↗
AWS cost audit consultants Google ↗
- Website and services · advran.com
- Valmora Consulting · valmoraconsulting.com
- CostOps · costops.cloud
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Irvine California AWS cost optimization consultant cloud cost audit FinOps consulting OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
AWS cloud cost optimization consultants OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
FinOps consulting OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
AWS cost audit consultants OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |