recommendations for affordable consulting services that audit school bus routes to find immediate savings during budget crises
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
recommendations for affordable consulting services that audit school bus routes to find immediate savings during budget crises
3 real searches · 1 real-search pass
school district transportation routing audit consultant school bus route optimization consulting servicesGoogle ↗
OBSERVEDComparison
school bus routing optimization consulting district transportation efficiency audit consultants K-12Google ↗
OBSERVEDComparison
school transportation management consulting routing analysis cost savings consultants United StatesGoogle ↗
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
school district transportation routing audit consultant school bus route optimization consulting services Google ↗
school bus routing optimization consulting district transportation efficiency audit consultants K-12 Google ↗
school transportation management consulting routing analysis cost savings consultants United States Google ↗
- PROJECT MANAGEMENT · townofbourne.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
school district transportation routing audit consultant school bus route optimization consulting services OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
school bus routing optimization consulting district transportation efficiency audit consultants K-12 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
school transportation management consulting routing analysis cost savings consultants United States OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |