Real ChatGPT answer · index seedxEoAwTKXMXMcompleteMarketing and advertising · web analyticscommercial
Recommend a reliable framework for auditing mobile app user engagement metrics to weed out bot traffic and fraudulent session data from SDK reports.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Recommend a reliable framework for auditing mobile app user engagement metrics to weed out bot traffic and fraudulent session data from SDK reports.
3 real searches · 1 real-search pass
mobile app analytics SDK fraud detection bot traffic session validation AppsFlyer Protect360 Adjust Fraud Prevention Suite official documentationGoogle ↗
OBSERVEDOther / navigational
Google Play Integrity API Apple App Attest server validation official documentationGoogle ↗
OBSERVEDOther / navigational
OWASP MASVS mobile app security testing telemetry integrity officialGoogle ↗
OBSERVEDOther / navigational
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
mobile app analytics SDK fraud detection bot traffic session validation AppsFlyer Protect360 Adjust Fraud Prevention Suite official documentation Google ↗
Google Play Integrity API Apple App Attest server validation official documentation Google ↗
OWASP MASVS mobile app security testing telemetry integrity official Google ↗
- Establishing your app’s integrity · developer.apple.com
- Validating apps that connect to your server · developer.apple.com
- Implement validation rules to prevent fraud · support.appsflyer.com
- Protect360 anti-fraud guide · support.appsflyer.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
mobile app analytics SDK fraud detection bot traffic session validation AppsFlyer Protect360 Adjust Fraud Prevention Suite official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Play Integrity API Apple App Attest server validation official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OWASP MASVS mobile app security testing telemetry integrity official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |