Firm Similarity

Start with one known firm and use similarity logic to surface nearby peers. This is useful for competitor mapping, peer benchmarking, sourcing lookalike targets, or building a first-pass universe around a strategy profile.

Similarity can be informed by variables such as advisory profile, business footprint, and filing-based characteristics. The goal is not just to find any peer, but to find peers that are materially relevant for your question.

Once a comparable set is generated, teams can move into deeper analysis, monitor change over time, and prioritize which firms warrant direct attention.