Real ChatGPT answer · index seedpAT3XWbFrIIcompleteHome services and improvement · contractors and remodelingcomparison

Comparing Thumbtack leads versus Angi list cost guides to see which platform provides a better ROI for my remodeling business this quarter.

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing Thumbtack leads versus Angi list cost guides to see which platform provides a better ROI for my remodeling business this quarter.
3 real searches · 1 real-search pass
Thumbtack contractor lead pricing 2026 remodeling pros cost per lead budget controls officialGoogle ↗
OBSERVED
Angi advertising contractor pricing cost per lead 2026 remodeling pros officialGoogle ↗
OBSERVED
Thumbtack vs Angi leads contractor reviews ROI remodeling 2026Google ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
Thumbtack contractor lead pricing 2026 remodeling pros cost per lead budget controls official Google ↗
Angi advertising contractor pricing cost per lead 2026 remodeling pros official Google ↗
Thumbtack vs Angi leads contractor reviews ROI remodeling 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Thumbtack contractor lead pricing 2026 remodeling pros cost per lead budget controls official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Angi advertising contractor pricing cost per lead 2026 remodeling pros official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Thumbtack vs Angi leads contractor reviews ROI remodeling 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1