Real ChatGPT answer · index seed2CxADWznla8completeMarketing and advertising · marketing agenciesinformational

As a working mom running a small ad shop, I need to know how to evaluate programmatic ad networks to ensure our client budgets aren't getting wasted on bot traffic.

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
As a working mom running a small ad shop, I need to know how to evaluate programmatic ad networks to ensure our client budgets aren't getting wasted on bot traffic.
1 real search · 1 real-search pass
IAB Tech Lab invalid traffic guidelines GIVT SIVT ads.txt sellers.json SupplyChain Object MRC viewability standard TAG certified against fraud programmatic advertisingGoogle ↗
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)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
IAB Tech Lab invalid traffic guidelines GIVT SIVT ads.txt sellers.json SupplyChain Object MRC viewability standard TAG certified against fraud programmatic advertising Google ↗
  1. TAG website · tagtoday.net
  2. ads.txt - Authorized Digital Sellers · iabtechlab.com
  3. sellers.json Supply Chain Transparency · iabtechlab.com
  4. Security & Fraud · iabtechlab.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IAB Tech Lab invalid traffic guidelines GIVT SIVT ads.txt sellers.json SupplyChain Object MRC viewability standard TAG certified against fraud programmatic advertising
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1