Unstructured customer complaints begin with high ambiguity, where missing technical context leaves automated support resolution uncertain. Binding operational context slots directly contracts the ambiguity gauge by eleven percent per slot, branching into concrete diagnostic decision trees. Activating a leaf node produces a calibrated system prompt, dynamically lifting estimated first contact resolution to over ninety percent.