Real ChatGPT answer · index seedxecwPLwImNccompleteReal estate · home valuationcommercial

What are the strictest FHA appraisal rules for handrails and stairs that might fail my home inspection this month?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the strictest FHA appraisal rules for handrails and stairs that might fail my home inspection this month?
2 real searches · 1 real-search pass
HUD FHA Single Family Housing Policy Handbook 4000.1 stairs handrails minimum property requirements handrailGoogle ↗
OBSERVEDInstruction
FHA appraisal handrails stairs HUD 4000.1 handrail requirements guardrails stairwaysGoogle ↗
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 / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

Classes come from the query-classifier (a local Laya model). 1 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
HUD FHA Single Family Housing Policy Handbook 4000.1 stairs handrails minimum property requirements handrail Google ↗
FHA appraisal handrails stairs HUD 4000.1 handrail requirements guardrails stairways Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
HUD FHA Single Family Housing Policy Handbook 4000.1 stairs handrails minimum property requirements handrail
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
FHA appraisal handrails stairs HUD 4000.1 handrail requirements guardrails stairways
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1