Real ChatGPT answer · index seedDxeNYeMmS2YcompleteMarketing and advertising · AI search and generative engine optimizationcommercial
What are the key differences between traditional SEO audits and AI search visibility audits, and which tools perform the best generative analysis?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the key differences between traditional SEO audits and AI search visibility audits, and which tools perform the best generative analysis?
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). 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
AI search visibility audit tools generative engine optimization platforms comparison 2026 Profound Peec AI Otterly Scrunch Semrush Google ↗
traditional SEO audit vs AI search visibility audit differences generative engine optimization metrics tools analysis Google ↗
- Traditional SEO vs. AI SEO: What You Actually Need to Know · semrush.com
- Technical SEO Audit vs AI Search Audit Guide · citable.agency
- AI Visibility Audit vs. SEO and Rank Tracking: How the Measurement Processes Differ · viziquo.com
- The AI Search Visibility Audit: 15 Questions Every CMO Should Ask · searchenginejournal.com
- Best AI search monitoring tools for 2026 · technologyadvice.com
- Best AI visibility tools in 2026: AI rank tracker buyer's guide · rank.ai
- Profound vs Peec AI vs Otterly vs Semrush AI Toolkit: Which AEO Tool Actually Tracks Citations? · austinheaton.com
- Profound website · tryprofound.com
- Peec AI website · peec.ai
- Otterly.AI website · otterly.ai
- Scrunch website · scrunch.com
- Semrush website · semrush.com
- Ahrefs Brand Radar website · ahrefs.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AI search visibility audit tools generative engine optimization platforms comparison 2026 Profound Peec AI Otterly Scrunch Semrush OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
traditional SEO audit vs AI search visibility audit differences generative engine optimization metrics tools analysis OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |