Real ChatGPT answer · index seedvzM14WajvygcompleteMarketing and advertising · AI search and generative engine optimizationinformational
Is it still financially viable for a boutique marketing agency to hire dedicated AI SEO engineers, or should we upscale our existing content strategists?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it still financially viable for a boutique marketing agency to hire dedicated AI SEO engineers, or should we upscale our existing content strategists?
2 real searches · 1 real-search pass
2026 AI search optimization agency hiring economics SEO engineer vs upskill content strategists generative engine optimization trendsGoogle ↗
OBSERVEDComparison
2026 SEO agency AI search optimization technical skills Google AI Overviews documentation Search Console AI searchGoogle ↗
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 (2)
Classes come from the query-classifier (a local Laya model). 1 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
2026 AI search optimization agency hiring economics SEO engineer vs upskill content strategists generative engine optimization trends Google ↗
2026 SEO agency AI search optimization technical skills Google AI Overviews documentation Search Console AI search Google ↗
- How AI Search Is Changing SEO for Agencies in 2026 · agencyanalytics.com
- The State of AI Search Optimization Survey Report · hub.seofomo.co
- Only 22% of marketers have fully integrated AI search and SEO [Study] · semrush.com
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- The Gander Report: State of Generative Engine Optimization, Q1 2026 · takeagander.ai
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 AI search optimization agency hiring economics SEO engineer vs upskill content strategists generative engine optimization trends OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 SEO agency AI search optimization technical skills Google AI Overviews documentation Search Console AI search OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |