Real ChatGPT answer · index seedqJhodBsPfm4completeHome services and improvement · contractors and remodelinglocal

I need to find a licensed general contractor in Warren Michigan who specializes in home additions and has good reviews online

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I need to find a licensed general contractor in Warren Michigan who specializes in home additions and has good reviews online
4 real searches · 1 real-search pass
Warren Michigan licensed residential builder contractor home additions reviews Michigan license lookupGoogle ↗
OBSERVEDReason
licensed general contractors home additionsGoogle ↗
OBSERVEDComparison
home addition contractorsGoogle ↗
OBSERVEDComparison
residential remodeling contractorsGoogle ↗
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 (4)
Short factOther / navigationalComparison75%ConsequenceReason25%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Warren Michigan licensed residential builder contractor home additions reviews Michigan license lookup Google ↗
licensed general contractors home additions Google ↗
home addition contractors Google ↗
residential remodeling contractors Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Warren Michigan licensed residential builder contractor home additions reviews Michigan license lookup
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
licensed general contractors home additions
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
home addition contractors
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
residential remodeling contractors
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1