This document is a guide detailing the AI Business Envisioning Workshops facilitated by LAB3 AI Experts. The workshops aim to help organizations develop, validate, and prioritize AI ideas to enhance efficiency. It outlines the structure of the workshop, which spans two consecutive days and involves various stakeholders, including business and technology leaders, operations and process owners, and data and IT teams. The guide describes the workshop's agenda, which includes an executive kick-off, AI landscape analysis, stakeholder mapping, brainstorming sessions for AI ideation, and planning for AI adoption. It emphasizes the importance of identifying valuable AI opportunities while mitigating risks associated with ungoverned AI adoption. The expected outcomes include prioritized AI use cases aligned with business objectives and a clear AI action plan to facilitate the transition from exploration to implementation.