Looking for local bookkeeping services in Minneapolis that specialize in setting up cloud accounting software for retail shops.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for local bookkeeping services in Minneapolis that specialize in setting up cloud accounting software for retail shops.
3 real searches · 1 real-search pass
Minneapolis bookkeeping services retail cloud accounting setup QuickBooks Xero inventory POS integrationGoogle ↗
OBSERVEDComparison
bookkeeping services cloud accounting setup retail shops QuickBooks Xero POS integrationGoogle ↗
OBSERVEDComparison
retail accounting bookkeepers inventory accounting setupGoogle ↗
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
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Minneapolis bookkeeping services retail cloud accounting setup QuickBooks Xero inventory POS integration OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
bookkeeping services cloud accounting setup retail shops QuickBooks Xero POS integration OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
retail accounting bookkeepers inventory accounting setup OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |