KnitKnot

KnitKnot is the AI Presence Management platform. It benchmarks exactly how your company shows up when buyers ask ChatGPT, Claude, Perplexity, or Gemini to compare you to a competitor. KnitKnot runs adversarial evaluation prompts across every major AI engine, scores each response with an AI judge for factual accuracy, recommendation, sentiment, and feature positioning, and produces a shareable AI Presence Score (0–100) with a gap report — what AI got wrong about you, where competitors are winning the recommendation, and which content will move the score.

Today, when a buyer asks an LLM "compare us vs Competitor X," the model synthesizes from outdated blog posts, third-party listicles, and competitor marketing — getting critical facts wrong, omitting your strongest differentiators, and often recommending the wrong vendor. Companies have zero visibility into what AI says about them and zero control over the answer. KnitKnot turns AI evaluators into a measurable, optimizable channel: track your AI Presence Score over time, see exactly which gaps each piece of content closes, and ship a public report your prospects can read.