Due diligence for assets that are changing underneath the deal
Why commercial, operational and technology diligence must increasingly test future scenarios rather than validate historical performance.
Read articleSeparate durable economics from recent performance
A target's historical growth does not prove that its business model is structurally sound. Performance may reflect favorable pricing, scarce capacity, one channel or a small cohort of customers. Assessment must explain how demand, differentiation, revenue quality and cost behavior combine�and whether that mechanism survives ownership and scale.
The analysis begins with customer economics. Who buys, why they choose, what triggers renewal or switching, and how acquisition cost and service load vary by segment? Reported averages can hide unprofitable cohorts, discounting, channel conflict or revenue dependent on contractual terms that will reset.
Cost structure should be rebuilt around drivers rather than accounting labels. Fixed and variable boundaries, capacity steps, supplier power, labor intensity and required reinvestment determine operating leverage. Cash conversion and working capital reveal whether earnings finance growth or consume capital.
Stress tests connect commercial and operational assumptions: slower demand, price pressure, customer loss, wage inflation and delayed capacity. The model should distinguish improvements the target can deliver alone from value requiring buyer capabilities. Synergies cannot rescue a weak standalone engine without additional execution risk.
The output is a causal value model with evidence, sensitivities and disconfirming facts. It informs valuation, covenants, integration priorities and the decision to walk away. Credibility comes from explaining performance under changing conditions, not reproducing management's forecast with a different discount rate.
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Articles
Why commercial, operational and technology diligence must increasingly test future scenarios rather than validate historical performance.
Read articleHow companies can build a stronger acquisition radar by connecting portfolio logic, target intelligence and strategic fit before competition intensifies.
Read articleFocus
The strategy depends on whether acquisitions can improve economics, capabilities, market position or operating leverage across the platform.
Architecture, systems, data, cyber exposure and technical debt can materially affect scalability, integration cost and future investment needs.
Strategic challenges
The challenge is separating durable business-model strength from temporary growth, favorable conditions or fragile assumptions.
The challenge is separating credible demand from assumptions shaped by management optimism, recent momentum or favorable market conditions.
POV
Deal quality depends partly on the acquirer's ability to absorb complexity, not simply on the attractiveness of the asset.
Deal economics should include only benefits that can be traced to specific changes the combined business can realistically execute.
Strategic impact
Mapping shared services, assets and systems helps define what transfers, what remains and what must be rebuilt.
Testing market access, governance and integration conditions helps buyers assess where geographic complexity changes the thesis.
What we observe
Strong historical results can conceal customer concentration, weak differentiation or favorable conditions that may not persist.
Deal activity can build momentum around available assets even when the strategic reason to own them remains weak or outdated.