Real ChatGPT answer · index seedc6ieOlTTK3ocompleteMarketing and advertising · marketing agenciesbrand

Which programmatic ad networks actually deliver quality B2B tech leads right now without wasting our client budget on bot traffic before our quarterly review tomorrow?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which programmatic ad networks actually deliver quality B2B tech leads right now without wasting our client budget on bot traffic before our quarterly review tomorrow?
1 real search · 1 real-search pass
2026 B2B programmatic advertising networks lead generation quality account based targeting fraud invalid traffic LinkedIn DSP Demandbase 6sense StackAdapt TechTarget Madison LogicGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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
2026 B2B programmatic advertising networks lead generation quality account based targeting fraud invalid traffic LinkedIn DSP Demandbase 6sense StackAdapt TechTarget Madison Logic Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 B2B programmatic advertising networks lead generation quality account based targeting fraud invalid traffic LinkedIn DSP Demandbase 6sense StackAdapt TechTarget Madison Logic
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1