Real ChatGPT answer · index seedq3AgHN9FdMocompleteMarketing and advertising · influencer marketingcommercial
How should I adjust my budgeting for holiday campaigns this year given the rising cost per acquisition across all major social channels?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How should I adjust my budgeting for holiday campaigns this year given the rising cost per acquisition across all major social channels?
1 real search · 1 real-search pass
2026 holiday advertising forecast social media advertising costs CPA ecommerce holiday marketing budget Meta TikTok GoogleGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 holiday advertising forecast social media advertising costs CPA ecommerce holiday marketing budget Meta TikTok Google Google ↗
- How Advertisers Should Prepare for Holiday 2026: 5 Trends & a Media Playbook · circana.com
- Meta shares holiday 2026 tips for small businesses · socialmediatoday.com
- What is a good CPA? Benchmarks by industry and channel in 2026 · triplewhale.com