Real ChatGPT answer · index seedbHyYVNVBcG0completeMarketing and advertising · ad platformscommercial

Are there better programmatic display buying options than Google Display Network for a regional residential roofing contractor?

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there better programmatic display buying options than Google Display Network for a regional residential roofing contractor?
4 real searches · 1 real-search pass
programmatic advertising platforms local businesses geo targeting household IP targeting roofing contractors StackAdapt Simpli.fi GroundTruth Basis 2026Google ↗
OBSERVEDOther / navigational
StackAdapt platform geofencing household targeting connected TV officialGoogle ↗
OBSERVEDOther / navigational
Simpli.fi programmatic advertising geo targeting home services officialGoogle ↗
OBSERVEDOther / navigational
GroundTruth advertising location targeting home services 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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
programmatic advertising platforms local businesses geo targeting household IP targeting roofing contractors StackAdapt Simpli.fi GroundTruth Basis 2026 Google ↗
StackAdapt platform geofencing household targeting connected TV official Google ↗
Simpli.fi programmatic advertising geo targeting home services official Google ↗
GroundTruth advertising location targeting home services official Google ↗
  1. Addressable Geo-Fencing · simpli.fi
  2. Enhance Your Marketing Mix Using Programmatic Advertising · simpli.fi
  3. Real-World Media Platform | Programmatic DSP · simpli.fi
  4. Location & Audience Targeting · help.groundtruth.com
  5. Residential Targeting · help.groundtruth.com
  6. GroundTruth Privacy & Location Targeting Guidelines · help.groundtruth.com
  7. Media Type Targeting · help.groundtruth.com
  8. GroundTruth website · groundtruth.com
  9. StackAdapt website · stackadapt.com
  10. Connected TV targeting · support.google.com
  11. DV360 website · marketingplatform.google.com

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
programmatic advertising platforms local businesses geo targeting household IP targeting roofing contractors StackAdapt Simpli.fi GroundTruth Basis 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
StackAdapt platform geofencing household targeting connected TV official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Simpli.fi programmatic advertising geo targeting home services official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GroundTruth advertising location targeting home services official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1