Real ChatGPT answer · index seedZwA8iglwCyEcompleteHome services and improvement · contractors and remodelingbrand

Can you compare the current pricing and contractor feedback for Thumbtack versus Houzz Pro for generating quality remodeling leads

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the current pricing and contractor feedback for Thumbtack versus Houzz Pro for generating quality remodeling leads
3 real searches · 1 real-search pass
Thumbtack contractor pricing lead costs 2026 pros cons contractor reviews remodeling leadsGoogle ↗
OBSERVEDReason
Houzz Pro pricing 2026 contractor leads cost reviews pros cons remodeling leadsGoogle ↗
OBSERVEDOther / navigational
Thumbtack vs Houzz Pro contractor lead quality feedback remodeling contractors 2025 2026Google ↗
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
Thumbtack contractor pricing lead costs 2026 pros cons contractor reviews remodeling leads Google ↗
Houzz Pro pricing 2026 contractor leads cost reviews pros cons remodeling leads Google ↗
Thumbtack vs Houzz Pro contractor lead quality feedback remodeling contractors 2025 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Thumbtack contractor pricing lead costs 2026 pros cons contractor reviews remodeling leads
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Houzz Pro pricing 2026 contractor leads cost reviews pros cons remodeling leads
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Thumbtack vs Houzz Pro contractor lead quality feedback remodeling contractors 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1