Real ChatGPT answer · index seedX7JpacrWVvscompleteMarketing and advertising · social media marketingcommercial
Is Twitter X advertising still worth the budget for B2B SaaS this quarter, or should we shift everything to LinkedIn today?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is Twitter X advertising still worth the budget for B2B SaaS this quarter, or should we shift everything to LinkedIn today?
3 real searches · 1 real-search pass
2026 Q4 X Ads B2B SaaS advertising performance advertiser trends measurement brand safety LinkedIn Ads benchmarksGoogle ↗
OBSERVEDReason
LinkedIn advertising B2B SaaS benchmarks 2026 CPC CPL pipeline targeting official marketing solutionsGoogle ↗
OBSERVEDComparison
X advertising platform 2026 ad formats targeting measurement brand safety business advertisersGoogle ↗
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 (3)
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
2026 Q4 X Ads B2B SaaS advertising performance advertiser trends measurement brand safety LinkedIn Ads benchmarks Google ↗
LinkedIn advertising B2B SaaS benchmarks 2026 CPC CPL pipeline targeting official marketing solutions Google ↗
X advertising platform 2026 ad formats targeting measurement brand safety business advertisers Google ↗
- LinkedIn Ads CPC benchmarks: How costs compare with Google Ads · searchengineland.com
- LinkedIn Ads Benchmarks 2026: CTR, CPC, CPM, CPL · kiin.co
- Advertise on X · business.x.com
- X Ads measurement · business.x.com
- Brand Safety · help.x.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 Q4 X Ads B2B SaaS advertising performance advertiser trends measurement brand safety LinkedIn Ads benchmarks OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
LinkedIn advertising B2B SaaS benchmarks 2026 CPC CPL pipeline targeting official marketing solutions OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
X advertising platform 2026 ad formats targeting measurement brand safety business advertisers OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |