The BOHM framework extracts attribution trees directly from existing routing weights. This replaces computationally expensive Shapley-based methods that fail when using opaque third-party APIs or agentic orchestrators. Researchers now have a zero-cost method to track component contributions. It solves the evaluation gap for systems where most tool coalitions remain unreachable.