Real ChatGPT answer · index seedqOV3PMGCRC4completeReal estate · home valuationcomparison

Evaluate Zillow estimate accuracy issues for historic homes in New England where recent comparable sales are extremely scarce.

ChatGPTgpt-63 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Evaluate Zillow estimate accuracy issues for historic homes in New England where recent comparable sales are extremely scarce.
3 real searches · 1 real-search pass
Zillow Zestimate accuracy median error on-market off-market methodology sparse comparable sales historic homesGoogle ↗
OBSERVEDReason
Zillow Zestimate limitations unique homes rural areas low comparable sales algorithm property characteristicsGoogle ↗
OBSERVEDReason
historic home appraisal comparable sales scarcity New England valuation guidanceGoogle ↗
OBSERVEDComparison

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 / navigationalComparison33%ConsequenceReason67%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
Zillow Zestimate accuracy median error on-market off-market methodology sparse comparable sales historic homes Google ↗
Zillow Zestimate limitations unique homes rural areas low comparable sales algorithm property characteristics Google ↗
historic home appraisal comparable sales scarcity New England valuation guidance Google ↗
  1. What is a Zestimate? · zillow.com
  2. What is a Zestimate? · zillow.com
  3. Comparable Sales · selling-guide.fanniemae.com
  4. Selling Guide_4.22.2026 · singlefamily.fanniemae.com
  5. Fannie Mae Selling Guide March 4, 2026 · singlefamily.fanniemae.com
  6. Appraisal Institute Guide Notes · appraisalinstitute.org
  7. Appraisal Institute Professional Practices Booklet · ai.appraisalinstitute.org

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Zillow Zestimate accuracy median error on-market off-market methodology sparse comparable sales historic homes
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Zillow Zestimate limitations unique homes rural areas low comparable sales algorithm property characteristics
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
historic home appraisal comparable sales scarcity New England valuation guidance
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1