Real ChatGPT answer · index seedHNDDgSyJlz0completeFinance and banking · credit scores and repaircomparison
Comparing StellarFi versus Piñata for reporting my monthly rent and utility payments to the major bureaus to raise my score for a future home purchase
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Comparing StellarFi versus Piñata for reporting my monthly rent and utility payments to the major bureaus to raise my score for a future home purchase
3 real searches · 1 real-search pass
StellarFi rent utility reporting plans bureaus pricing 2026 officialGoogle ↗
OBSERVEDOther / navigational
Piñata rent utility reporting bureaus pricing 2026 officialGoogle ↗
OBSERVEDOther / navigational
mortgage lenders FICO scores rent reporting alternative data mortgage credit scores 2026Google ↗
OBSERVEDReason
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
StellarFi rent utility reporting plans bureaus pricing 2026 official Google ↗
Piñata rent utility reporting bureaus pricing 2026 official Google ↗
mortgage lenders FICO scores rent reporting alternative data mortgage credit scores 2026 Google ↗
- Official StellarFi website · stellarfi.com
- Does StellarFi report to all three major credit bureaus? · support.stellarfi.com
- Calculator · stellarfi.com
- Build Credit By Paying Your Bills · stellarfi.com
- When will StellarFi appear on my credit report? · support.stellarfi.com
- Official Piñata website · pinata.ai
- Piñata · pinata.ai
- What is back-reporting? · help.pinata.ai
- When will my credit score be updated? · help.pinata.ai
- How to Add Rent Payments to Your Credit Reports · myfico.com
- Mortgage Lending: Use of Alternative Data Is Limited but Has Potential Benefits · gao.gov
- Credit Scores · fhfa.gov
- everycrsreport.com · everycrsreport.com
- FAQs: Positive Rent Payment History in Desktop Underwriter · singlefamily.fanniemae.com
- Can my credit score have a negative impact when signing up for Piñata? · help.pinata.ai
- AnnualCreditReport.com · annualcreditreport.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
StellarFi rent utility reporting plans bureaus pricing 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Piñata rent utility reporting bureaus pricing 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
mortgage lenders FICO scores rent reporting alternative data mortgage credit scores 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |