Real ChatGPT answer · index seed1OcMZqSS1UwcompleteMarketing and advertising · AI search and generative engine optimizationlocal

Looking for a budget friendly marketing firm in Fort Lauderdale that handles AI search optimization for local plumbing companies.

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking for a budget friendly marketing firm in Fort Lauderdale that handles AI search optimization for local plumbing companies.
1 real search · 1 real-search pass
Fort Lauderdale Florida affordable digital marketing agency SEO plumbing contractors AI search optimization GEO local SEO agency pricingGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
Fort Lauderdale Florida affordable digital marketing agency SEO plumbing contractors AI search optimization GEO local SEO agency pricing Google ↗
  1. L3ad Solutions · l3adsolutions.com
  2. FoundRank.ai · foundrank.ai
  3. Lunna Agency · lunnaagency.com
  4. Wildfire Media Agency · wildfiremediaagency.com
  5. Digital Anchor · digitalanchor.agency

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fort Lauderdale Florida affordable digital marketing agency SEO plumbing contractors AI search optimization GEO local SEO agency pricing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1