Real ChatGPT answer · index seedPmx3Kp65wwMcompleteMarketing and advertising · local marketingcomparison
My husband thinks we should use Thumbtack leads while I think Bark is better for our local family roofing business during this economic downturn
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My husband thinks we should use Thumbtack leads while I think Bark is better for our local family roofing business during this economic downturn
3 real searches · 1 real-search pass
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)
Classes come from the query-classifier (a local Laya model). 2 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 roofing contractors lead pricing how leads work 2026 Google ↗
Bark roofing leads pricing how leads work contractors 2026 Google ↗
Thumbtack vs Bark for roofers contractor lead generation reviews costs Google ↗
- Bark vs Thumbtack (2026): Cost, Leads & Best Fit · beltstack.com
- Is Thumbtack Worth It for Contractors? (2026) · hellosetter.com
- Understanding lead pricing · help.bark.com
- Bark.com Pricing · bark.com
- What Thumbtack Leads Actually Cost in 2026 (5,985 Leads Analyzed) · tacktoolspro.com
- Best Lead Generation for Contractors (2026 Picks) · djcontractormarketing.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Thumbtack roofing contractors lead pricing how leads work 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Bark roofing leads pricing how leads work contractors 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Thumbtack vs Bark for roofers contractor lead generation reviews costs OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |