Real ChatGPT answer · index seed7lBRSbiCx5AcompleteMarketing and advertising · ad platformsinformational
What structural changes to our landing pages and ad creative will have the biggest impact on reducing cost per acquisition for SaaS trials
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What structural changes to our landing pages and ad creative will have the biggest impact on reducing cost per acquisition for SaaS trials
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
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
SaaS free trial landing page conversion optimization message match onboarding friction benchmark research 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
SaaS paid acquisition trial activation conversion landing page ad creative experimentation best practices OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |