Real ChatGPT answer · index seedI6nXeqMvtzkcompleteMarketing and advertising · marketing agenciesinformational

How do I evaluate different programmatic ad networks to see which ones are worth my agency time and budget

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I evaluate different programmatic ad networks to see which ones are worth my agency time and budget
2 real searches · 1 real-search pass
IAB Tech Lab ads.txt sellers.json SupplyChain object standards programmatic transparency 2026Google ↗
OBSERVEDOther / navigational
TAG Certified Against Fraud program standards independent ad verification programmatic media qualityGoogle ↗
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)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
IAB Tech Lab ads.txt sellers.json SupplyChain object standards programmatic transparency 2026 Google ↗
TAG Certified Against Fraud program standards independent ad verification programmatic media quality Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IAB Tech Lab ads.txt sellers.json SupplyChain object standards programmatic transparency 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
TAG Certified Against Fraud program standards independent ad verification programmatic media quality
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1