Real ChatGPT answer · index seed0qIUz5rt1z4completeMarketing and advertising · influencer marketingcommercial
Can you recommend some good case studies on how small businesses successfully measure the return on investment of TikTok campaigns?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you recommend some good case studies on how small businesses successfully measure the return on investment of TikTok campaigns?
3 real searches · 1 real-search pass
TikTok small business case study campaign ROI sales conversion ROAS case studyGoogle ↗
OBSERVEDConsequence
TikTok for Business small business success stories measurable results revenue sales case studyGoogle ↗
OBSERVEDReason
TikTok campaign case study small business ROI attribution metrics ecommerce local businessGoogle ↗
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). 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
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
TikTok small business case study campaign ROI sales conversion ROAS case study OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
TikTok for Business small business success stories measurable results revenue sales case study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
TikTok campaign case study small business ROI attribution metrics ecommerce local business OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |