Real ChatGPT answer · index seedSMI7aIxC71scompleteFinance and banking · budgeting and savingcomparison
Compare Monarch Money and Stash for a small business owner trying to balance aggressive saving with daily operations.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare Monarch Money and Stash for a small business owner trying to balance aggressive saving with daily operations.
2 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 (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
Monarch Money features pricing business owner budgeting savings goals investments account aggregation 2026 Google ↗
Stash features pricing banking investing subscription custodial business account 2026 Google ↗
- Monarch features and pricing · monarch.com
- Stash features and pricing · stash.com
- About Monarch – Our Mission & Team | Monarch · monarch.com
- Stash Pricing: Investing + Advice for $12/Month · stash.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Monarch Money features pricing business owner budgeting savings goals investments account aggregation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Stash features pricing banking investing subscription custodial business account 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |