Real ChatGPT answer · index seed1SQAWcl09xocompleteMarketing and advertising · social media marketingcommercial
What do recent studies say about whether Twitter X ads are still worth the advertising cost for small professional service companies?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do recent studies say about whether Twitter X ads are still worth the advertising cost for small professional service companies?
3 real searches · 1 real-search pass
2025 2026 studies X Twitter advertising effectiveness ROI small businesses professional services advertisers performance brand safety Kantar WARCGoogle ↗
OBSERVEDReason
X advertising benchmark 2025 cost per click conversion rate B2B small business lead generation studyGoogle ↗
OBSERVEDReason
advertisers X platform ad spend 2025 brand safety survey marketing effectiveness researchGoogle ↗
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)
Classes come from the query-classifier (a local Laya model). 2 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
2025 2026 studies X Twitter advertising effectiveness ROI small businesses professional services advertisers performance brand safety Kantar WARC Google ↗
X advertising benchmark 2025 cost per click conversion rate B2B small business lead generation study Google ↗
advertisers X platform ad spend 2025 brand safety survey marketing effectiveness research Google ↗
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 studies X Twitter advertising effectiveness ROI small businesses professional services advertisers performance brand safety Kantar WARC OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
X advertising benchmark 2025 cost per click conversion rate B2B small business lead generation study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
advertisers X platform ad spend 2025 brand safety survey marketing effectiveness research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |