Real ChatGPT answer · index seedTnIjkWrGhM0completeFinance and banking · credit cardsinformational

What is the most cost-effective way to consolidate high-interest credit card debt using a balance transfer card with a fifteen-month promotional period?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the most cost-effective way to consolidate high-interest credit card debt using a balance transfer card with a fifteen-month promotional period?
2 real searches · 1 real-search pass
current 0% balance transfer credit cards 15 months 3% transfer fee 2026 offersGoogle ↗
OBSERVEDComparison
CFPB balance transfer credit card fee promotional APR pay off balance before promotional period endsGoogle ↗
OBSERVEDConsequence

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 / navigationalComparison50%Consequence50%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
current 0% balance transfer credit cards 15 months 3% transfer fee 2026 offers Google ↗
CFPB balance transfer credit card fee promotional APR pay off balance before promotional period ends Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
current 0% balance transfer credit cards 15 months 3% transfer fee 2026 offers
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
CFPB balance transfer credit card fee promotional APR pay off balance before promotional period ends
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1