Real ChatGPT answer · index seedCxjRmt6hsb4completeFinance and banking · mortgagescomparison

What is the difference in debt to income limits between a standard conventional loan and an FHA loan for a retiree with minor part-time income?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the difference in debt to income limits between a standard conventional loan and an FHA loan for a retiree with minor part-time income?
2 real searches · 1 real-search pass
2026 Fannie Mae debt-to-income ratio maximum 50 percent Desktop Underwriter manual underwriting 36 45 official Selling GuideGoogle ↗
OBSERVEDReason
2026 FHA handbook debt-to-income ratios manual underwriting 31 43 TOTAL Scorecard official HUDGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReason50%DefinitionInstruction50%Yes / 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

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Fannie Mae debt-to-income ratio maximum 50 percent Desktop Underwriter manual underwriting 36 45 official Selling Guide
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2026 FHA handbook debt-to-income ratios manual underwriting 31 43 TOTAL Scorecard official HUD
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1