The real difference isn't in how the IP "looks" โ it's in what the autonomous system (ASN) the IP belongs to is registered for. Every IP block belongs to an ASN, and the regional registries (APNIC, RIPE, ARIN, etc.) record its network name, organization, and allocation type in WHOIS/RDAP. Home-broadband ranges sit under ISP/access-network ASNs (Comcast, AT&T, China Telecom); datacenter IPs sit under hosting ASNs (Amazon, Alibaba Cloud, DigitalOcean, Zenlayer). Risk systems check this layer first, and it already catches the vast majority of hosting traffic.
So the first-principles way to classify an IP is to read the ASN's type label โ not to look at latency or ping. A common mistake is thinking "my ping is low, so I must be residential." Latency only reflects physical distance; it has nothing to do with IP type. A VPS in a Hong Kong datacenter might ping a nearby city at 30ms, yet it is still a 100% datacenter IP.
Beyond the ASN type, the carrier (ISP/org field), the network name (netName), and the registered allocation code (e.g. RIPE's assignment vs allocation type) all corroborate the verdict. IPOK lays out the ASN, carrier, registry, and registration country right on the result page, so you can see which bucket your exit falls into without running a manual WHOIS lookup.