Real ChatGPT answer · index seedfNSiS9FGPaEcompleteMarketing and advertising · marketing agenciesinformational

Where should our boutique advertising agency look to hire freelance media buyers with proven ROAS metrics managing CTV and programmatic ad spends this quarter?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Where should our boutique advertising agency look to hire freelance media buyers with proven ROAS metrics managing CTV and programmatic ad spends this quarter?
3 real searches · 1 real-search pass
freelance programmatic media buyers CTV The Trade Desk DV360 talent marketplace consultants 2026Google ↗
OBSERVEDOther / navigational
programmatic advertising freelancer communities media buyers CTV hiring independent consultantsGoogle ↗
OBSERVEDComparison
performance marketing freelance talent platforms programmatic advertising media buyingGoogle ↗
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 (3)
Short factOther / navigational67%Comparison33%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
freelance programmatic media buyers CTV The Trade Desk DV360 talent marketplace consultants 2026 Google ↗
programmatic advertising freelancer communities media buyers CTV hiring independent consultants Google ↗
performance marketing freelance talent platforms programmatic advertising media buying Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
freelance programmatic media buyers CTV The Trade Desk DV360 talent marketplace consultants 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
programmatic advertising freelancer communities media buyers CTV hiring independent consultants
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
performance marketing freelance talent platforms programmatic advertising media buying
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1