Real ChatGPT answer · index seedqBYy7Zp5hQocompleteMarketing and advertising · local marketinghowto

My small roofing company is trying to decide whether to put our last thousand dollars into local SEO or PPC ads for the upcoming quarter. Can you compare current costs and conversion timelines?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My small roofing company is trying to decide whether to put our last thousand dollars into local SEO or PPC ads for the upcoming quarter. Can you compare current costs and conversion timelines?
2 real searches · 1 real-search pass
2026 roofing contractor Google Ads cost per click average CPC cost per lead local SEO pricing timeline results small businessGoogle ↗
OBSERVEDReason
2026 local SEO pricing small business Google Business Profile SEO results timeline 3 to 6 monthsGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence50%Reason50%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
2026 roofing contractor Google Ads cost per click average CPC cost per lead local SEO pricing timeline results small business Google ↗
2026 local SEO pricing small business Google Business Profile SEO results timeline 3 to 6 months Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 roofing contractor Google Ads cost per click average CPC cost per lead local SEO pricing timeline results small business
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2026 local SEO pricing small business Google Business Profile SEO results timeline 3 to 6 months
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1