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While AI is hailed as a transformational force in the proposal industry many organizations remain stuck in experimentation mode because their data foundations are weak. This session provides a practical roadmap for achieving data readiness by focusing on content integrity and structured taxonomies. By moving away from a magic wand mentality and toward rigorous governance teams can turn AI into a dependable multiplier for their capture and proposal workflows.