1. Start with the geographic entity your firm actually serves
AI systems need to distinguish a law firm’s name, practice areas, and locations. Kalamazoo charter township is a specific municipal entity in Kalamazoo County; “Kalamazoo,” Kalamazoo County, a wider metropolitan area, and Michigan are not interchangeable descriptions. A page that treats them as the same could create ambiguity about where the firm accepts matters. The local fact changes the recommendation: before expanding location coverage, identify whether the firm serves the township, other parts of Kalamazoo County, a broader regional area, or Michigan generally.
Recommended approach
Review the firm’s public name, address, service-area wording, practice locations, attorney details, and contact information for consistency. Decide which geographic relationships are accurate enough to publish. Do not use the township’s population estimate as a forecast of demand. Use it only as a reason to keep the geographic entity precise.
