Real ChatGPT answer · index seedplOMltbuI6gcompleteMarketing and advertising · marketing agenciescomparison

evaluating programmatic ad networks with the lowest minimum spend for local service business clients

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
evaluating programmatic ad networks with the lowest minimum spend for local service business clients
2 real searches · 1 real-search pass
programmatic advertising DSP minimum spend no minimum self serve platform 2026 StackAdapt Basis Simpli.fi GroundTruth AdRollGoogle ↗
OBSERVEDOther / navigational
self service programmatic advertising platforms minimum budget local business geofencing display advertising 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 (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
programmatic advertising DSP minimum spend no minimum self serve platform 2026 StackAdapt Basis Simpli.fi GroundTruth AdRoll Google ↗
self service programmatic advertising platforms minimum budget local business geofencing display advertising 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
programmatic advertising DSP minimum spend no minimum self serve platform 2026 StackAdapt Basis Simpli.fi GroundTruth AdRoll
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
self service programmatic advertising platforms minimum budget local business geofencing display advertising 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1