Real ChatGPT answer · index seedN2CzSfWlB3ccompleteMarketing and advertising · marketing agenciescomparison

Compare the pros and cons of using programmatic ad networks like Yahoo SSP versus Magnite for premium publisher video inventory arbitrage.

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the pros and cons of using programmatic ad networks like Yahoo SSP versus Magnite for premium publisher video inventory arbitrage.
2 real searches · 1 real-search pass
Yahoo SSP video publisher supply platform features Magnite SpringServe video SSP CTV publisher monetization 2026Google ↗
OBSERVEDOther / navigational
Yahoo DSP SSP supply path optimization publisher video inventory deal types reseller policy ads.txt sellers.jsonGoogle ↗
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
Yahoo SSP video publisher supply platform features Magnite SpringServe video SSP CTV publisher monetization 2026 Google ↗
Yahoo DSP SSP supply path optimization publisher video inventory deal types reseller policy ads.txt sellers.json Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Yahoo SSP video publisher supply platform features Magnite SpringServe video SSP CTV publisher monetization 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Yahoo DSP SSP supply path optimization publisher video inventory deal types reseller policy ads.txt sellers.json
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1