
AI Agency Code Ownership: Hire Without Lock-In
AI agencies that retain your IP cost you 5x more over 3 years. Contract clauses, red flags, and the Build + Platform + Performance model that ends vendor lock-in. 2026 guide.
When a brand shares its name with another company, person, or product, AI engines can describe the wrong one. Brand Disambiguation checks whether ChatGPT, Claude, Perplexity, and Gemini link your name to the right entity.
This is Named Entity Disambiguation (NED). Radar reads your real identity from your site and llms.txt, asks each AI engine an open question about your brand, and judges whether the answer describes you or a different thing that happens to share your name. An entity collision means buyers asking an AI about you get details about an unrelated company, quietly redirecting trust and traffic away from you.
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The entity each engine confused you with, plus the fixes, unlock inside Radar.
Reads your homepage, about pages, and llms.txt to extract who you actually are: category, products, and leadership.
ChatGPT, Claude, Perplexity, and Gemini each get an open identity question about your brand.
A judge compares each answer to your real identity and names the different, same-named entity it described instead.
Severity scoring plus the schema and llms.txt moves that make the correct entity dominate.
Citation tracking asks whether AI mentions you. Disambiguation asks whether the AI mentioning you is describing the right you. A strong citation score still loses if the engine attaches your name to someone else.
Our most-cited deep dives on AI search visibility, plus what we shipped this month.

AI agencies that retain your IP cost you 5x more over 3 years. Contract clauses, red flags, and the Build + Platform + Performance model that ends vendor lock-in. 2026 guide.

Reddit is the most-cited source in AI answers. The Reddit Brand Monitor finds what is said about your brand there, scores it, and flags AI-generated seeded posts.

The YouTube Brand Monitor tracks what is said about your brand on YouTube, scores it on five dimensions, and reads the actual transcripts so you see the coverage AI already hears.