Why it matters
People now ask an AI assistant who to buy from, which firm to trust and who a person is. The assistant answers in confident prose, and most people do not check the sources. If the answer is wrong, you rarely find out: nobody tells you, and there is no page to look at.
What can go wrong
| Risk | Example | Typical cause |
|---|---|---|
| Outdated fact | A former chief executive is named as the current one | An old directory listing or press release |
| Wrong fact | The wrong head office, product or price | A third-party page with an error |
| Namesake confusion | You are mixed up with a person or company of the same name | Too little clear information about you |
| Damaging claim | An old complaint is presented as current | A forum thread or review that ranks well |
| Absence | Competitors are recommended and you are not mentioned | You are missing from the sources the engine trusts |
How monitoring works
- Confirm your facts. Record the facts that should be stated about you: leadership, locations, products, dates.
- Ask the questions repeatedly. Each question is run many times on each engine, because answers vary from run to run.
- Compare answers with your facts. Each answer is checked for wrong, outdated or damaging statements.
- Alert on what repeats. One odd answer is noise. A claim that keeps appearing is a risk, and triggers an alert with the engine, the answer and the source it relied on.
- Fix the source and measure again. AI assistants repeat what they find. Correct the page they relied on, then check whether the answers changed.
What GenengineAI adds
- AI reputation risk alerts when an engine starts saying something false, outdated or damaging.
- Competitor recommendation intelligence showing why a competitor is recommended and which sources give them the advantage.
- A reputation improvement tracker that records what you did and whether the answers improved.
For people, strict rules apply: you may track yourself, someone who has authorised you, or a public figure in their professional role, and only on professional reputation. See the rules for people and firms.
Related: What is generative engine optimisation? · GenengineAI Enterprise · Methodology