How do you balance the need for per-answer attribution...

Per-response causal attribution multiplies serving costs significantly, and exhaustive circuit analysis faces an exponential number of paths in deep models. The most practical approach is to fund generation-time citations for every response and use the remaining budget for offline ablation audits. If compliance requirements evolve to mandate counterfactual evidence, you would then need to invest in additional compute capacity rather than headcount.