To prepare for elicitation, key inputs include understanding the needs and the stakeholder engagement approach. This ensures that the requirements-gathering process is aligned with the stakeholders' expectations and that all necessary information is addressed. Effective stakeholder engagement is crucial for successful elicitation as it helps identify the needs and perspectives of various stakeholders, thus guiding the elicitation activities efficiently and effectively.