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Which programmatic ad networks actually work well for niche B2B tech companies without wasting budget

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which programmatic ad networks actually work well for niche B2B tech companies without wasting budget
4 real searches · 1 real-search pass
best B2B programmatic advertising platforms niche technology companies account based targeting StackAdapt Demandbase RollWorks 2026Google ↗
OBSERVEDComparison
B2B programmatic advertising benchmarks niche audiences contextual targeting LinkedIn programmatic alternatives 2025 2026Google ↗
OBSERVEDComparison
StackAdapt B2B targeting company account targeting officialGoogle ↗
OBSERVEDOther / navigational
Demandbase advertising account based marketing display advertising officialGoogle ↗
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 (4)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
best B2B programmatic advertising platforms niche technology companies account based targeting StackAdapt Demandbase RollWorks 2026 Google ↗
B2B programmatic advertising benchmarks niche audiences contextual targeting LinkedIn programmatic alternatives 2025 2026 Google ↗
StackAdapt B2B targeting company account targeting official Google ↗
Demandbase advertising account based marketing display advertising official Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best B2B programmatic advertising platforms niche technology companies account based targeting StackAdapt Demandbase RollWorks 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
B2B programmatic advertising benchmarks niche audiences contextual targeting LinkedIn programmatic alternatives 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
StackAdapt B2B targeting company account targeting official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Demandbase advertising account based marketing display advertising official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1