Real ChatGPT answer · index seedKXXvqMxdZ5UcompleteHome services and improvement · roofingcomparison

VELUX roof window replacement versus standard commercial skylights for office ventilation requirements

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
VELUX roof window replacement versus standard commercial skylights for office ventilation requirements
3 real searches · 1 real-search pass
California building code 2025 natural ventilation office windows opening area mechanical ventilation skylights requirementsGoogle ↗
OBSERVEDReason
VELUX commercial roof windows natural ventilation product specifications opening area officeGoogle ↗
OBSERVEDOther / navigational
commercial skylight fixed vs operable skylight ventilation smoke control building codeGoogle ↗
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 / navigational33%Comparison33%ConsequenceReason33%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
California building code 2025 natural ventilation office windows opening area mechanical ventilation skylights requirements Google ↗
VELUX commercial roof windows natural ventilation product specifications opening area office Google ↗
commercial skylight fixed vs operable skylight ventilation smoke control building code Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
California building code 2025 natural ventilation office windows opening area mechanical ventilation skylights requirements
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
VELUX commercial roof windows natural ventilation product specifications opening area office
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
commercial skylight fixed vs operable skylight ventilation smoke control building code
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1