MMARW / INTELLIGENCE / FINANCE
Base, upside, downside, sensitivities, and kill criteria — what has to be explicit in the decision file before you send a valuation.AI-assisted publicationAI contributed to the research, drafting, or imagery. MMARW retains editorial responsibility for the published page.
AIA valuation is not ready to recommend until base, upside, and downside cases, key sensitivities, and kill conditions are explicit in the decision file — not buried in a model tab.
Presenting a single valuation figure to an Investment Committee (IC) or a sophisticated client is a signal of unfinished work. A single number implies a certainty that does not exist in live markets. When you provide only one outcome, you are not providing an analysis; you are providing a point estimate without a risk frame.
IC members do not care about your “most likely” number in isolation; they care about the distribution of outcomes and the cost of being wrong. A single-point valuation fails because it collapses the variance of the business into a figure that gives no visibility into the deal’s risk-reward profile. If you cannot define the boundaries of your error, you have not finished the math.
Every recommendation needs a dedicated stress-test section that goes beyond casual “what-if” toggles. It requires three layers:
MMARW / INTELLIGENCE
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