Real ChatGPT answer · index seedwVuXQiUx6ykcompleteMarketing and advertising · ad platformscommercial
Looking for case studies on successful X formerly Twitter ad targeting pivots after the recent platform and policy changes.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for case studies on successful X formerly Twitter ad targeting pivots after the recent platform and policy changes.
3 real searches · 1 real-search pass
X Twitter advertising case studies brand safety targeting pivot advertisers 2025 2026 campaign resultsGoogle ↗
OBSERVEDReason
X Ads targeting changes 2025 2026 keyword contextual targeting audience targeting policy changes advertiser case studyGoogle ↗
OBSERVEDReason
X advertising success stories case study conversions ROAS audience targeting 2024 2025Google ↗
OBSERVEDConsequence
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
X Twitter advertising case studies brand safety targeting pivot advertisers 2025 2026 campaign results Google ↗
X Ads targeting changes 2025 2026 keyword contextual targeting audience targeting policy changes advertiser case study Google ↗
X advertising success stories case study conversions ROAS audience targeting 2024 2025 Google ↗
- Keyword targeting · help.x.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
X Twitter advertising case studies brand safety targeting pivot advertisers 2025 2026 campaign results OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
X Ads targeting changes 2025 2026 keyword contextual targeting audience targeting policy changes advertiser case study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
X advertising success stories case study conversions ROAS audience targeting 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |