Scenario: Presenting a Cash Forecast to the Board
Consider a recurring leadership task:
presenting a six-month cash forecast to the board.AI can accelerate drafting and analysis.
But leadership define:
• who reviews forecast assumptions
• who approves the final forecast
• what language implies financial commitment
• where questions or decisions escalate
before AI-assisted drafting expands.
How the Concierge Instruction Set™ Structures AI-Assisted Work
Observation → Structure → Instruction
🟤 Volume I — Observation Pattern & Prep™ Baseline
What leadership sees about the task
• How forecast assumptions are currently communicated
• Where forward-looking statements imply commitment
• Where review authority is assumed rather than written
• Where accelerated drafting could amplify interpretationLeadership sees the structural pressure around this board-level task before AI is introduced.
Deliverable Received:
Written baseline review.
🟫 Volume II — Structure
Governance Translation
Leadership defines the review and escalation structure governing this board forecast.
• Which role holds final review before board delivery
• Which forecast assumptions must always be visible
• What variance requires escalation
• What language must remain analytical rather than advisory
Leadership defines the decision structure governing this board forecast.
Deliverable Received:
Written governance clarification for this task.
△ Volume III — Instruction
Technology Addendum
AI instructions aligned to the defined review structure
• AI may assist in drafting forecast summaries
• Assumptions must remain explicitly labeled
• AI cannot imply commitments or decisions
• Drafts follow the defined review and escalation structure
Teams can use AI immediately while staying within leadership authority boundaries.
Deliverable Received:
AI instruction addendum aligned to the task.
Reasoning Tasks Within a Board Forecast Review
Leadership teams preparing a board-level financial forecast perform multiple reasoning tasks involving interpretation, structured explanation, and forward-looking assumptions. These are areas where AI-assisted drafting may support analysis while remaining inside defined governance boundaries.
Financial Interpretation
• explaining variance drivers
• summarizing forecast assumptions
• translating financial models into narrative explanation
Board Communication
• drafting board memo summaries
• clarifying forward-looking statements
• distinguishing analysis from commitment language
Risk Framing
• identifying where assumptions affect projections
• highlighting areas requiring board awareness
• separating interpretation from decision authority
Scenario Explanation
• summarizing alternative forecast scenarios
• explaining sensitivity to key inputs
• describing potential financial impacts
Leadership Review
• clarifying who reviews forecast assumptions
• identifying where escalation occurs
• defining which conclusions require executive approval