The BOHM framework replaces costly Shapley-based attribution by extracting a hierarchical tree directly from existing routing weights. This method bypasses the need to evaluate arbitrary component subsets, which often fails with opaque third-party APIs. Researchers can now quantify component contributions without expensive re-evaluations. It streamlines debugging for complex agentic orchestrators.