Real ChatGPT answer · index seedynuTkrKzgnwcompleteMarketing and advertising · marketing agenciescomparison
Is it actually better to use specialized programmatic ad networks or stick to Meta and Google for local service business ads
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it actually better to use specialized programmatic ad networks or stick to Meta and Google for local service business ads
2 real searches · 1 real-search pass
specialized programmatic advertising platforms local service businesses comparison Google Meta geofencing household targeting attribution 2025 2026Google ↗
OBSERVEDComparison
local service business advertising Google Ads Meta Ads programmatic display incrementality lead quality benchmarksGoogle ↗
OBSERVEDOther / navigational
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)
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
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
specialized programmatic advertising platforms local service businesses comparison Google Meta geofencing household targeting attribution 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
local service business advertising Google Ads Meta Ads programmatic display incrementality lead quality benchmarks OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |