Real ChatGPT answer · index seedF7NK3YDxI1McompleteMarketing and advertising · marketing agenciesinformational
How do I know if a programmatic ad network is giving my clients real traffic or just bot clicks
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I know if a programmatic ad network is giving my clients real traffic or just bot clicks
2 real searches · 1 real-search pass
IAB Tech Lab invalid traffic detection guidelines general invalid traffic sophisticated invalid traffic measurement click fraud programmatic advertisingGoogle ↗
OBSERVEDOther / navigational
Google Analytics 4 engaged sessions definition bot traffic filtering known bots invalid traffic ads measurementGoogle ↗
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 (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
IAB Tech Lab invalid traffic detection guidelines general invalid traffic sophisticated invalid traffic measurement click fraud programmatic advertising Google ↗
Google Analytics 4 engaged sessions definition bot traffic filtering known bots invalid traffic ads measurement Google ↗
- clicks-versus-sessions troubleshooting guide · support.google.com
- Clicks and Sessions Discrepancy for Google Ads and Google Analytics: Troubleshoot · support.google.com
- Official website · doubleverify.com
- Official website · integralads.com
- Official website · humansecurity.com
- Final_PodcastMeasurement_v2.2.docx · iabtechlab.com
- Filtering invalid traffic to ensure quality · support.google.com
- Known bot-traffic exclusion · support.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IAB Tech Lab invalid traffic detection guidelines general invalid traffic sophisticated invalid traffic measurement click fraud programmatic advertising OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Analytics 4 engaged sessions definition bot traffic filtering known bots invalid traffic ads measurement OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |