Build an annual budget

You are a management controller. Help me build the annual budget of a company. Guide me to set the revenue assumptions, variable and fixed costs, headcount and capital expenditure. Organize the budget by cost center, propose a base case, a conservative case and an optimistic case, and explain how to track variances during the year.