Real ChatGPT answer · index seedOeOj81O3GPscompleteMarketing and advertising · ad platformscommercial
Can you compare the real-world ROI of TikTok Spark Ads versus standard in-feed promos for a boot-strapped local service business?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the real-world ROI of TikTok Spark Ads versus standard in-feed promos for a boot-strapped local service business?
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
TikTok for Business Spark Ads official guide authorization organic posts engagement ads standard in-feed ads 2026 Google ↗
TikTok advertising benchmarks local service businesses cost per lead conversion rate Spark Ads versus non-Spark Ads study Google ↗
- About Spark Ads · ads.tiktok.com
- How to create Spark Ads for Manual and Search Campaigns in TikTok Ads Manager · ads.tiktok.com
- TikTok_Fundamentals_SMB · ads.tiktok.com
- TikTok For Business · weare-sns.files.svdcdn.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
TikTok for Business Spark Ads official guide authorization organic posts engagement ads standard in-feed ads 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
TikTok advertising benchmarks local service businesses cost per lead conversion rate Spark Ads versus non-Spark Ads study OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |