Real ChatGPT answer · index seedCI72nyRpwGccompleteFinance and banking · credit scores and repairhowto
What are the operational differences between Experian Boost and UltraFICO when evaluating checking account cash flow for a thin-file business owner?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the operational differences between Experian Boost and UltraFICO when evaluating checking account cash flow for a thin-file business owner?
3 real searches · 1 real-search pass
Experian Boost how it works eligible payments bank account official Experian 2026Google ↗
OBSERVEDOther / navigational
UltraFICO score checking savings account data factors official FICO 2026Google ↗
OBSERVEDReason
UltraFICO vs Experian Boost thin credit file bank account cash flow underwritingGoogle ↗
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). 2 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
Experian Boost how it works eligible payments bank account official Experian 2026 Google ↗
UltraFICO score checking savings account data factors official FICO 2026 Google ↗
UltraFICO vs Experian Boost thin credit file bank account cash flow underwriting Google ↗
- Experian Boost · experian.com
- Experian Boost® Disclosure · experian.com
- Next-Generation UltraFICO® Score Now Available · investors.fico.com
- What is an UltraFICO® Score? · chase.com
- “Give Me Some Credit!”: Using Alternative Data to Expand Credit Access · kansascityfed.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Experian Boost how it works eligible payments bank account official Experian 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
UltraFICO score checking savings account data factors official FICO 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
UltraFICO vs Experian Boost thin credit file bank account cash flow underwriting OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |