Real ChatGPT answer · index seedwui8kZEONFYcompleteReal estate · real estate investingcomparison

I need to figure out if hiring general contractors through Angi is safer or if word of mouth is still better when renovating a flipped house on a tight post-grad budget.

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

The searches the AI actually ran for this prompt.

SEED QUERY
I need to figure out if hiring general contractors through Angi is safer or if word of mouth is still better when renovating a flipped house on a tight post-grad budget.
2 real searches · 1 real-search pass
Angi contractor screening reviews guarantees homeowner protections how Angi works 2026Google ↗
OBSERVED
Virginia DPOR contractor license lookup Class A B C home improvement contractor consumer tips written contract insuranceGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
Angi contractor screening reviews guarantees homeowner protections how Angi works 2026 Google ↗
Virginia DPOR contractor license lookup Class A B C home improvement contractor consumer tips written contract insurance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Angi contractor screening reviews guarantees homeowner protections how Angi works 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Virginia DPOR contractor license lookup Class A B C home improvement contractor consumer tips written contract insurance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1