Real ChatGPT answer · index seed3vxPMQiTV4ccompleteMarketing and advertising · marketing agenciesinformational

What metrics should digital agencies use when evaluating programmatic ad networks for CTV inventory to avoid ad fraud?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What metrics should digital agencies use when evaluating programmatic ad networks for CTV inventory to avoid ad fraud?
3 real searches · 1 real-search pass
IAB Tech Lab CTV ad fraud guidelines app-ads.txt sellers.json schain CTV invalid traffic measurementGoogle ↗
OBSERVEDReason
MRC standards invalid traffic CTV OTT measurement guidelines sophisticated invalid trafficGoogle ↗
OBSERVEDReason
TAG Certified Against Fraud program guidelines digital advertising CTV supply chain fraud metricsGoogle ↗
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 (3)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
IAB Tech Lab CTV ad fraud guidelines app-ads.txt sellers.json schain CTV invalid traffic measurement Google ↗
MRC standards invalid traffic CTV OTT measurement guidelines sophisticated invalid traffic Google ↗
TAG Certified Against Fraud program guidelines digital advertising CTV supply chain fraud metrics Google ↗
  1. CTV Programmatic Guide · iabtechlab.com
  2. Anti-Fraud & Transparency in CTV Advertising · iabtechlab.com
  3. DoubleVerify · doubleverify.com
  4. IAS · integralads.com
  5. HUMAN · humansecurity.com
  6. Pixalate · pixalate.com
  7. Digital · mediaratingcouncil.org
  8. Digital · mediaratingcouncil.org
  9. Media Rating Council, Inc. · mediaratingcouncil.org
  10. Media Rating Council – Measurement Standards · mediaratingcouncil.org
  11. IAB Tech Lab – ads.txt and app-ads.txt · iabtechlab.com
  12. Trustworthy Accountability Group (TAG) · tagtoday.net

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IAB Tech Lab CTV ad fraud guidelines app-ads.txt sellers.json schain CTV invalid traffic measurement
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
MRC standards invalid traffic CTV OTT measurement guidelines sophisticated invalid traffic
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
TAG Certified Against Fraud program guidelines digital advertising CTV supply chain fraud metrics
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1