Real ChatGPT answer · index seedSTdKb2PK9OocompleteMarketing and advertising · local marketinginformational

What factors influence the cost of billboard advertising along major commuter highways leading into the Minneapolis suburbs this season?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What factors influence the cost of billboard advertising along major commuter highways leading into the Minneapolis suburbs this season?
3 real searches · 1 real-search pass
Minneapolis Minnesota billboard advertising rates 2026 digital static CPM seasonal pricing commuter highwaysGoogle ↗
OBSERVEDComparison
MnDOT 2025 2026 traffic volume maps Minneapolis suburban highways I-494 I-394 I-35WGoogle ↗
OBSERVEDReason
out of home advertising seasonal demand fourth quarter 2026 billboard pricing factors MinnesotaGoogle ↗
OBSERVEDReason

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 / navigationalComparison33%ConsequenceReason67%DefinitionInstructionYes / 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
Minneapolis Minnesota billboard advertising rates 2026 digital static CPM seasonal pricing commuter highways Google ↗
MnDOT 2025 2026 traffic volume maps Minneapolis suburban highways I-494 I-394 I-35W Google ↗
out of home advertising seasonal demand fourth quarter 2026 billboard pricing factors Minnesota Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Minneapolis Minnesota billboard advertising rates 2026 digital static CPM seasonal pricing commuter highways
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
MnDOT 2025 2026 traffic volume maps Minneapolis suburban highways I-494 I-394 I-35W
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
out of home advertising seasonal demand fourth quarter 2026 billboard pricing factors Minnesota
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1