SME (Subject Matter Expert)
In proposal work, SMEs are the practitioners — engineers, clinicians, operators, security officers — whose knowledge the response needs. They are chronically over-requested and time-poor, so extracting their expertise efficiently is a core proposal-management discipline.
SME bandwidth is the binding constraint of most response teams: the person who can answer the technical question is billable elsewhere, and every questionnaire wants a slice of them. Classic mitigations are interviews instead of writing assignments (writers draft from SME conversations), reuse of previously validated answers, and ruthless triage of what genuinely needs expert input. Knowledge-base-grounded generation shifts the economics further: SME knowledge captured once in maintained source documents grounds hundreds of drafted answers, and the SME's role becomes review of cited drafts in their domain — minutes per question instead of authorship — with routing flagging only the questions that truly need a human answer.
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