How the Knowledge Graph works
The Knowledge Graph is Google’s store of things and the relationships between them. Each record is an entity — a person, place, organisation, film, product or concept — with an identifier, a set of attributes and connections to other records. Kathmandu is connected to Nepal, to its airport, to the people born there and to the businesses registered in it.
It is built from many sources at once: public reference works, licensed data, Google’s own products such as Business Profiles, structured data published on websites, and what the open web repeatedly says about a thing. No single source controls a record, which is why one page asserting something rarely changes it and why consistent agreement across many sources eventually does.
Why the Knowledge Graph matters
It is the reason results can answer rather than merely list. A query about a person’s occupation, a hotel’s address or a company’s founder is served from the graph, not from a page that happens to mention it. The same data feeds knowledge panels, the details shown beside a business in Maps, and the facts an AI summary states without hedging.
For a business, the practical stake is recognition. When Google holds a confident record of who you are, a search for your brand shows your details, your reviews and your links. When it does not, that search returns whatever pages it can find, including competitors’ ads and directory listings you never created.
Where the Knowledge Graph goes wrong
The most frequent problem is a record that exists but is wrong: an old address, a closed branch, a previous owner, an outdated logo. Because the data is drawn from many places, correcting your own website is often not enough, since the stale version keeps being confirmed elsewhere.
The second is expecting a panel on request. There is no submission form, no fee and no guarantee — Google forms a record when there is enough consistent evidence for one, and anyone selling you a knowledge panel is selling an outcome they do not control. The third is treating schema markup as the lever; it declares your claims clearly, but corroboration is what settles them.
How to act on it
Make the facts about your business easy to agree on. One exact name, one address format, one phone number, one spelling of the founder’s name, repeated on your website, your Google Business Profile, your social accounts, your listings and anywhere a journalist or association might describe you. Where a record already exists and is wrong, use the feedback link on the panel itself, and if you can verify that you represent the entity, the claim process Google provides.
Then give the graph something to work from. Publish an about page that states the basic facts plainly, mark up your organisation and your people, and earn mentions in sources that describe you accurately. This is slow work with no submit button, and it is the only reliable route to being recognised.