Real ChatGPT answer · index seedoq64GggkQ5UcompleteMarketing and advertising · AI search and generative engine optimizationcommercial
Which content optimization platforms currently offer the most robust features for checking whether our articles are structured well for LLM retrieval and citation?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which content optimization platforms currently offer the most robust features for checking whether our articles are structured well for LLM retrieval and citation?
4 real searches · 1 real-search pass
2026 AI search visibility platforms content optimization LLM citations Profound Scrunch Peec AthenaHQ featuresGoogle ↗
OBSERVEDOther / navigational
content optimization tools AI search readiness structured content LLM retrieval citation analysis Clearscope MarketMuse SurferSEO Frase 2026Google ↗
OBSERVEDComparison
Profound platform AI visibility content recommendations citation analytics officialGoogle ↗
OBSERVEDOther / navigational
Scrunch AI platform agent experience optimization content recommendations 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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2026 AI search visibility platforms content optimization LLM citations Profound Scrunch Peec AthenaHQ features Google ↗
content optimization tools AI search readiness structured content LLM retrieval citation analysis Clearscope MarketMuse SurferSEO Frase 2026 Google ↗
Profound platform AI visibility content recommendations citation analytics official Google ↗
Scrunch AI platform agent experience optimization content recommendations official Google ↗
- Scrunch | How-to guides - How to audit your website for AI search · scrunch.com
- Scrunch · scrunch.com
- Scrunch | How-to guides - How to identify website optimization opportunities for AI search · scrunch.com
- Scrunch website · scrunch.com
- Make Your AEM content visible to AI: A practitioner guide · experienceleague.adobe.com
- Scrunch | Blog - The 7 best answer engine optimization (AEO)/generative engine optimization (GEO) tools for 2026 · scrunch.com
- Adobe LLM Optimizer · business.adobe.com
- Introducing GEO scoring in Frase · frase.io
- AI Visibility Tracking: Monitor AI Mentions & Citations · frase.io
- Frase website · frase.io
- Best AI Visibility Tracking · surferseo.com
- Surfer SEO website · surferseo.com
- MarketMuse Help Center · help.marketmuse.com
- MarketMuse Help Center · help.marketmuse.com
- MarketMuse Help Center · help.marketmuse.com
- MarketMuse website · marketmuse.com
- The best AI Visibility tools in 2026: structured buyer guide · dataforaisearch.com
- Profound vs HubSpot AEO vs Scrunch vs OtterlyAI vs Peec vs AthenaHQ vs Ahrefs Brand Radar vs Rankscale vs Rankshift vs SE Visible and Semrush AI Toolkit · datadab.com
- The Best AI Search Monitoring Tools in 2026: Free and Paid, Ranked · frase.io
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 AI search visibility platforms content optimization LLM citations Profound Scrunch Peec AthenaHQ features OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
content optimization tools AI search readiness structured content LLM retrieval citation analysis Clearscope MarketMuse SurferSEO Frase 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Profound platform AI visibility content recommendations citation analytics official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Scrunch AI platform agent experience optimization content recommendations official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |