As a newbie, how accurate is IP address lookup really?

Hello everyone, as someone very new to geolocation, I've been following discussions about tools sometimes acting up and I'm genuinely curious about the general reliability and expected IP geolocation accuracy from these IP address lookup services for location. What's the typical accuracy one can truly expect from these kinds of tools?