Related Soar articles tagged with llm.
AI recommendations come from retrievable evidence, not vibes. Here is how ChatGPT, Perplexity, Google, and Claude choose brands.
AI models cite brands they see in trusted community threads, not brands that publish more blog posts. Here is the 2026 agency playbook for engineering those citations.
82% of AI citations come from earned media, not your blog. Here is the community-to-AI pipeline that explains why your competitors get cited and you do not.
How LLMs decide which brands to cite, and the four signals that matter most when ChatGPT, Claude, Perplexity, and Google AI Mode answer commercial queries.
An AI visibility audit answers four questions: where you appear, how often, how you're described, and which sources are carrying the citations. Here is how to run one.
ChatGPT recommends your competitor for a reason — usually four. Here is the diagnostic we run with Soar clients to find which gap is costing them the citation.
AI systems cite the page that's easiest to extract, not the longest one. The structural rules that consistently earn ChatGPT, Perplexity, and Google AI Mode citations in 2026.