Real ChatGPT answer · index seedP1wBo0R0kzscompleteReal estate · new constructioninformational

What methodologies do lenders use to calculate LTV ratios when a newly constructed custom home appraises significantly below the builder contract price due to change orders?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What methodologies do lenders use to calculate LTV ratios when a newly constructed custom home appraises significantly below the builder contract price due to change orders?
3 real searches · 1 real-search pass
Fannie Mae Selling Guide construction-to-permanent loan LTV lesser of construction cost appraised value change orders custom home appraisalGoogle ↗
OBSERVEDConsequence
Freddie Mac Seller Servicer Guide construction conversion LTV appraised value cost contract price new constructionGoogle ↗
OBSERVEDReason
Fannie Mae purchase transactions LTV lesser of sales price appraised value new construction builder change ordersGoogle ↗
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 (3)
Short factOther / navigationalComparisonConsequence67%Reason33%DefinitionInstructionYes / no

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
Fannie Mae Selling Guide construction-to-permanent loan LTV lesser of construction cost appraised value change orders custom home appraisal Google ↗
Freddie Mac Seller Servicer Guide construction conversion LTV appraised value cost contract price new construction Google ↗
Fannie Mae purchase transactions LTV lesser of sales price appraised value new construction builder change orders Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fannie Mae Selling Guide construction-to-permanent loan LTV lesser of construction cost appraised value change orders custom home appraisal
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Freddie Mac Seller Servicer Guide construction conversion LTV appraised value cost contract price new construction
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Fannie Mae purchase transactions LTV lesser of sales price appraised value new construction builder change orders
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1