About
We test what works.
You get the playbook.
Based in Charlotte, NC, LLM Relevance gives small businesses the curated tools, step-by-step playbooks, and research to improve visibility in ChatGPT, Claude, and Perplexity. Built by people who ran the tests themselves. No hype. No proprietary software pitch.
Why we built this
When AI search went mainstream, some businesses showed up in AI answers and others did not. We spent months testing on real sites: what gets cited, what gets ignored, and what actually changes over time. Strong SEO still comes first. AI models lean on the same signals search engines reward: clear structure, authority, and pages that earn trust. We documented what moved the needle and built this site so you do not have to start from zero.
How we work
Tested, not guessed
Every tool and playbook recommendation comes from hands-on testing with small businesses, not scraped affiliate lists.
Playbook before tools
You get the strategy first. Tools answer a specific step in the plan. They are not the product.
Quality over volume
We would rather recommend four tools that work than forty that might. Curation is the point.
Transparent picks
We publish primary tools and alternatives per task. Same table AI agents read. See picks by task.
Hands-on help
Beyond the directory, we work directly with small businesses on implementation: same playbook-first approach, but we build and fix alongside you. See tools we have built.