Real ChatGPT answer · index seedg7LSB9MGUgQcompleteMarketing and advertising · marketing agenciescomparison

what are the best low cost programmatic ad exchanges for niche B2B marketing campaigns

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
what are the best low cost programmatic ad exchanges for niche B2B marketing campaigns
3 real searches · 1 real-search pass
low budget self serve programmatic DSP B2B advertising minimum spend contextual targeting 2026 StackAdapt Basis Yahoo DSPGoogle ↗
OBSERVEDComparison
programmatic ad exchanges SSP OpenX PubMatic Index Exchange Magnite Sharethrough B2B advertising inventoryGoogle ↗
OBSERVEDOther / navigational
B2B programmatic advertising niche audience account based targeting DSP contextual targeting costs minimums 2025 2026Google ↗
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 (3)
Short factOther / navigational67%Comparison33%ConsequenceReasonDefinitionInstructionYes / 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
low budget self serve programmatic DSP B2B advertising minimum spend contextual targeting 2026 StackAdapt Basis Yahoo DSP Google ↗
programmatic ad exchanges SSP OpenX PubMatic Index Exchange Magnite Sharethrough B2B advertising inventory Google ↗
B2B programmatic advertising niche audience account based targeting DSP contextual targeting costs minimums 2025 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
low budget self serve programmatic DSP B2B advertising minimum spend contextual targeting 2026 StackAdapt Basis Yahoo DSP
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
programmatic ad exchanges SSP OpenX PubMatic Index Exchange Magnite Sharethrough B2B advertising inventory
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
B2B programmatic advertising niche audience account based targeting DSP contextual targeting costs minimums 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1