Real ChatGPT answer · index seedRONjlPyfYtYcompleteMarketing and advertising · social media marketingcomparison
Are TikTok Spark Ads currently outperforming standard in-feed ads for lead generation in the local service industry based on recent case studies?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are TikTok Spark Ads currently outperforming standard in-feed ads for lead generation in the local service industry based on recent case studies?
2 real searches · 1 real-search pass
TikTok Spark Ads versus in-feed ads lead generation local service businesses case study CPL conversion rate 2025 2026Google ↗
OBSERVEDComparison
TikTok Spark Ads lead generation local service industry case study HVAC roofing plumbing med spa compare non-Spark in-feed ads performanceGoogle ↗
OBSERVEDComparison
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 Spark Ads versus in-feed ads lead generation local service businesses case study CPL conversion rate 2025 2026 Google ↗
TikTok Spark Ads lead generation local service industry case study HVAC roofing plumbing med spa compare non-Spark in-feed ads performance Google ↗
- Systemized Media x Topline · ads.tiktok.com
- TikTok for Business Case Studies · ads.tiktok.com
- Lead Gen Vertical Playbook · ads.tiktok.com
- Goodcall · ads.tiktok.com
- Reflections Advertising · ads.tiktok.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
TikTok Spark Ads versus in-feed ads lead generation local service businesses case study CPL conversion rate 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
TikTok Spark Ads lead generation local service industry case study HVAC roofing plumbing med spa compare non-Spark in-feed ads performance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |