Load a public licensing or provider registry. The tool normalizes addresses and groups records that share one. Everything it shows is already in the file you loaded. It does not score, rate, or accuse anyone.
Load records
CSV with a header row. Column names are matched loosely: name, address, city, state, zip, license, owner, date, id.
Grouping
Clusters
Nothing loaded yet. Choose a CSV, or load the sample to see the shape of the output.
Before you publish anything from this screen
Shared addresses are common and lawful. Billing agencies, management companies, incubators, medical office buildings, registered-agent services and PO box banks all produce large clusters of unrelated businesses. A cluster is a reason to pull records, not a finding. What turns a cluster into a story is what you find next: no listed staff, no inspection history, payments with no service records, an owner who appears on twenty licenses. Name a business publicly only on what you can show from a primary record.