September 17, 2025
Alex Prober, CPO
How can I provide credible evidence for LLM sources?
What is the best way for LLMs to cite science claims?
Do code comments or docstrings drive SDK explanations?
What monitoring catches harmful ChatGPT mentions?
Which page types do LLMs cite most often (FAQs) today?
Do UTMs affect LLM canonicalization across pages?
Which site speed and CWV thresholds matter for GPTBot?
Headlines and subheads for LLMs to capture the answer?
What linking patterns help LLMs follow my site today?
Should transcripts be formatted for LLM extraction?
What structure best directs tutorial pages for LLMs?
How do I create an API or OpenAPI spec for assistants?
How do I curb company hallucinations in ChatGPT today?
Which platforms matter most for LLM visibility today?
What pagination patterns stop LLMs from missing items?
How often should I ping sitemaps to keep GPT fresh?
