Real ChatGPT answer · index seed3IpHVuNyH1gcompleteMarketing and advertising · AI search and generative engine optimizationcomparison
Is investing in technical SEO for LLMs cheaper than running Google Ads if my main goal is to capture high intent organic searchers this quarter?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is investing in technical SEO for LLMs cheaper than running Google Ads if my main goal is to capture high intent organic searchers this quarter?
3 real searches · 1 real-search pass
2026 2027 technical SEO LLM search optimization AI search traffic measurement Google Search Central guidanceGoogle ↗
OBSERVEDReason
Google Ads search advertising average cost per click conversion benchmarks 2026 high intent searchGoogle ↗
OBSERVEDReason
Google Search Central AI features website SEO guidance AI Overviews 2026Google ↗
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
2026 2027 technical SEO LLM search optimization AI search traffic measurement Google Search Central guidance Google ↗
Google Ads search advertising average cost per click conversion benchmarks 2026 high intent search Google ↗
Google Search Central AI features website SEO guidance AI Overviews 2026 Google ↗
- Digital Benchmarks by Industry: PPC · wordstream.com
- How Much Does Google Ads Cost? · wordstream.com
- How much does Google Ads cost? (2026 data + insights) · searchengineland.com
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- AI Features and Your Website | Google Search Central | Documentation | Google for Developers · developers.google.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 2027 technical SEO LLM search optimization AI search traffic measurement Google Search Central guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Ads search advertising average cost per click conversion benchmarks 2026 high intent search OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Search Central AI features website SEO guidance AI Overviews 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |