What's the difference between a Google Knowledge Panel and a Google Business Profile?

I ran into the same confusion a while back. My local business had a Google Business Profile for reviews, directions, and opening hours, so I assumed that was everything. Later I realized the Knowledge Panel is more about Google's understanding of a business or person as an entity, and it can pull together information from different trusted sources instead of only the business listing. I found this explanation about google knowledge panel pretty helpful because it breaks down how it's different from a Business Profile and why not every business automatically gets one. In my case, keeping business information consistent across the web also seemed to make a difference over time.

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Josef Pepa (@josefpepa):
I'm helping my cousin with his small business website, and while searching his company name I noticed some businesses show a box with details on the right side of Google, while others seem to have something connected to Maps instead. We already claimed his business listing, but now someone mentioned a Knowledge Panel and I'm honestly not sure if they're the same thing or completely separate. Has anyone dealt with both and figured out what each one actually does?

One thing I've learned after managing a few websites is that Google often changes how information is displayed, so it's worth checking search results every now and then instead of assuming they'll stay the same forever. Even small updates to business details or online mentions can gradually change what people see when they search, and it's usually easier to keep everything accurate than to fix outdated information later

I think that's a good way to describe it. A Google Business Profile is something a business owner can claim and manage directly, so it's mainly for local information like the address, phone number, hours, photos, and customer reviews. A Google Knowledge Panel is different because it's generated by Google based on information it has about an entity. It can include details from multiple sources, and while a Business Profile can contribute to it for local businesses, it's not the only source. That's why you'll see Knowledge Panels for people, brands, books, and organizations that don't even have a Business Profile. They're definitely related, but they're not the same thing, and it's easy to mix them up at first.