Clients, journalists and voters now ask ChatGPT, Gemini or Perplexity before they ask Google. We build the sources these systems trust, so their answers about you are complete and correct.
Answer engines summarise what high-authority sources say about you. If those sources are thin, outdated or hostile, the answer will be too.
We audit what ChatGPT, Gemini, Perplexity and Google AI Overviews say about you today, find the source gaps behind each error, and close them.
Wrong facts in red. Once the sources exist, the answers correct themselves in green.
Who is World Reputation?
Who is World Reputation?
Who is World Reputation?
The most-cited reference on the open web, heavily weighted by every major language model.
The open knowledge graph that feeds Google and AI retrieval pipelines.
Cited by AI systems as “real user opinion” and shown prominently in Google.
Expert long-form answers that rank organically and get quoted by answer engines.
The first impression for most branded searches, powered by Wikipedia and Wikidata.
Where people increasingly research a name before they ever click a link.
Independent coverage, the backbone of notability and trust.
Executive and company presence that AI uses to verify who you are.
We test how four answer engines describe you, with prompts you can reproduce yourself.
Every error is traced to a missing or weak source and turned into a prioritised plan.
Work on Wikipedia, Wikidata, press, Reddit and Quora, always disclosed and community-safe.
Monthly re-tests and alerts when an answer about you changes.
It is the work of making answer engines like ChatGPT, Gemini, Perplexity and Google AI Overviews describe you accurately. These systems summarise the high-authority sources they read about you, so we build and correct those sources.
We trace each error to a missing or weak source and close the gap across Wikipedia, Wikidata, press, Reddit and Quora. First citations usually appear in 14 to 60 days, and we re-test every month with prompts you can reproduce.
No, and anyone who promises it is guessing. We control the sources these models read, not the models themselves, so we measure progress with reproducible prompts instead of promising a sentence.
ChatGPT, Gemini, Perplexity and Google AI Overviews, plus the platforms that feed them: Wikipedia, Wikidata, Reddit, Quora, the Google Knowledge Panel and the press.
We’ll run the audit and show you the answers, the errors and the sources behind them.