Real ChatGPT answer · index seedyt2yJeiu2CQcompleteReal estate · real estate investinginformational

Why do Zillow comparable sales often skew higher than actual sold data in MLS fusion feeds, and how can I manually adjust my valuations for fixer upper properties?

ChatGPTgpt-62 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Why do Zillow comparable sales often skew higher than actual sold data in MLS fusion feeds, and how can I manually adjust my valuations for fixer upper properties?
2 real searches · 1 real-search pass
Zillow Zestimate methodology comparable sales condition adjustments limitations officialGoogle ↗
OBSERVED
Fannie Mae appraisal comparable sales adjustments condition quality sales concessions guideGoogle ↗
OBSERVED

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

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Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
Zillow Zestimate methodology comparable sales condition adjustments limitations official Google ↗
Fannie Mae appraisal comparable sales adjustments condition quality sales concessions guide Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Zillow Zestimate methodology comparable sales condition adjustments limitations official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Fannie Mae appraisal comparable sales adjustments condition quality sales concessions guide
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1