Real ChatGPT answer · index seed1nVzyNUEMg4completeMarketing and advertising · web analyticscommercial
How do other parents running home businesses measure the return on investment of their social media ads when attribution keeps breaking across different devices?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do other parents running home businesses measure the return on investment of their social media ads when attribution keeps breaking across different devices?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
small business social media advertising attribution cross device measurement blended ROAS incrementality first party data 2025 Google ↗
Meta ads attribution reporting pixel Conversions API cross-device measurement official documentation Google ↗
- Blog · developers.meta.com
- IAB - Guidelines for Incremental Measurement in Commerce Media · iab.com
- Measure channel impact with Meta Conversion Lift : Learn new skills to build your brand or business · facebookblueprint.com
- Meta ads discrepancies · support.appsflyer.com
- A Complete Guide to Meta Ads Attribution · jonloomer.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
small business social media advertising attribution cross device measurement blended ROAS incrementality first party data 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Meta ads attribution reporting pixel Conversions API cross-device measurement official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |