Real ChatGPT answer · index seedeGsmTw7VrF8completeFinance and banking · credit scores and repaircomparison

Are authorized user spots on tradeline supply sites worth it compared to just asking a family member to add me?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are authorized user spots on tradeline supply sites worth it compared to just asking a family member to add me?
2 real searches · 1 real-search pass
authorized user tradeline credit score paid tradeline companies risks FICO authorized user scoring model CFPBGoogle ↗
OBSERVEDReason
CFPB credit repair tradeline authorized user account credit score family memberGoogle ↗
OBSERVEDOther / navigational

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)
Short factOther / navigational50%ComparisonConsequenceReason50%DefinitionInstructionYes / no

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
authorized user tradeline credit score paid tradeline companies risks FICO authorized user scoring model CFPB Google ↗
CFPB credit repair tradeline authorized user account credit score family member Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
authorized user tradeline credit score paid tradeline companies risks FICO authorized user scoring model CFPB
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CFPB credit repair tradeline authorized user account credit score family member
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1