Real ChatGPT answer · index seedbxTJS9CimrYcompleteMarketing and advertising · AI search and generative engine optimizationinformational

how often do llms update their knowledge bases and what is the best low cost tactic to keep my pages fresh

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
how often do llms update their knowledge bases and what is the best low cost tactic to keep my pages fresh
3 real searches · 1 real-search pass
how often large language models update training data knowledge cutoff web search retrieval indexing website freshness sitemap lastmod Google Search CentralGoogle ↗
OBSERVEDReason
OpenAI ChatGPT search crawler OAI-SearchBot publishers crawling website content officialGoogle ↗
OBSERVEDOther / navigational
Google Search Central freshness updated content date lastmod sitemap guidance 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 (3)
Short factOther / navigational67%ComparisonConsequenceReason33%DefinitionInstructionYes / no

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
how often large language models update training data knowledge cutoff web search retrieval indexing website freshness sitemap lastmod Google Search Central Google ↗
OpenAI ChatGPT search crawler OAI-SearchBot publishers crawling website content official Google ↗
Google Search Central freshness updated content date lastmod sitemap guidance official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
how often large language models update training data knowledge cutoff web search retrieval indexing website freshness sitemap lastmod Google Search Central
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
OpenAI ChatGPT search crawler OAI-SearchBot publishers crawling website content official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Google Search Central freshness updated content date lastmod sitemap guidance official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1