Real ChatGPT answer · index seedf1MMDLCqzHscompleteHome services and improvement · contractors and remodelingcomparison

Can you compare Thumbtack versus Angi lead generation costs for a small residential remodeling business trying to scale up this quarter

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare Thumbtack versus Angi lead generation costs for a small residential remodeling business trying to scale up this quarter
2 real searches · 1 real-search pass
Angi leads pricing contractors cost per lead remodeling 2026 pricing modelGoogle ↗
OBSERVEDReason
Thumbtack pro lead pricing home remodeling contractors cost per lead 2026 budget controlGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%ComparisonConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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
Angi leads pricing contractors cost per lead remodeling 2026 pricing model Google ↗
Thumbtack pro lead pricing home remodeling contractors cost per lead 2026 budget control Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Angi leads pricing contractors cost per lead remodeling 2026 pricing model
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Thumbtack pro lead pricing home remodeling contractors cost per lead 2026 budget control
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1