Real ChatGPT answer · index seedCtyVE3p7GmkcompleteHome services and improvement · contractors and remodelingcomparison

Help me compare the interest rates and repayment terms of LightStream home improvement loans versus a traditional HELOC for our master suite addition.

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Help me compare the interest rates and repayment terms of LightStream home improvement loans versus a traditional HELOC for our master suite addition.
2 real searches · 1 real-search pass
LightStream home improvement loan rates terms 2026 APR repayment terms officialGoogle ↗
OBSERVEDComparison
HELOC current average interest rates October 2026 variable rate draw period repayment period CFPBGoogle ↗
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). 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
LightStream home improvement loan rates terms 2026 APR repayment terms official Google ↗
HELOC current average interest rates October 2026 variable rate draw period repayment period CFPB Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LightStream home improvement loan rates terms 2026 APR repayment terms official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
HELOC current average interest rates October 2026 variable rate draw period repayment period CFPB
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1