Real ChatGPT answer · index seedZg1XCV8focscompleteMarketing and advertising · AI search and generative engine optimizationinformational
We need to fix our FAQ schema before a client pitch this afternoon because voice AI assistants are pulling outdated answers from our knowledge base instead of the new pricing page
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to fix our FAQ schema before a client pitch this afternoon because voice AI assistants are pulling outdated answers from our knowledge base instead of the new pricing page
2 real searches · 1 real-search pass
Google FAQPage structured data guidelines FAQ rich results 2026 schema.org FAQPage mainEntity acceptedAnswerGoogle ↗
OBSERVEDOther / navigational
voice AI assistants outdated knowledge base answers retrieval source of truth structured data pricing page FAQ schema best practicesGoogle ↗
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). 2 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
Google FAQPage structured data guidelines FAQ rich results 2026 schema.org FAQPage mainEntity acceptedAnswer Google ↗
voice AI assistants outdated knowledge base answers retrieval source of truth structured data pricing page FAQ schema best practices Google ↗
- FAQ schema: how to add FAQPage JSON-LD to your website · askbase.com
- FAQPage Schema Markup: JSON-LD Examples · schema.biz
- Prepare Your Source Content · help.salesforce.com
- AI agent knowledge base: Five strategies for enterprises · elevenlabs.io
- Knowledge base · elevenlabs.io
- Knowledge Assistant Evaluation Release Guide | Schema App · support.schemaapp.com
- Voice AI Knowledge Gaps: Improve Agent Answers · help.gohighlevel.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google FAQPage structured data guidelines FAQ rich results 2026 schema.org FAQPage mainEntity acceptedAnswer OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
voice AI assistants outdated knowledge base answers retrieval source of truth structured data pricing page FAQ schema best practices OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |