The BOHM framework extracts attribution trees directly from existing routing weights rather than relying on expensive Shapley-based evaluations. This removes the need to test arbitrary component subsets, which often fails with opaque third-party APIs. Developers can now quantify component contributions without re-running the entire system. It solves a specific technical bottleneck in agentic orchestration.