Real ChatGPT answer · index seedeLg0ZXxw5uEcompleteMarketing and advertising · affiliate marketinginformational
Is it smarter to spend my tiny marketing budget on a paid keyword tool or on cheap Facebook ads to test my niche first?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it smarter to spend my tiny marketing budget on a paid keyword tool or on cheap Facebook ads to test my niche first?
1 real search · 1 real-search pass
2026 small business niche validation Facebook ads test landing page conversion keyword research free tools guidanceGoogle ↗
OBSERVEDReason
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)
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
2026 small business niche validation Facebook ads test landing page conversion keyword research free tools guidance Google ↗
- How to validate a business idea in 8 steps (2026 guide) · hostinger.com
- The Landing Page Test: Facebook Ads vs Google · ideaproof.io