A practical way to move from assumed AI value to measured operational and financial evidence.
Category Archives: Finance
A practical operating view of receivables, inventory, payables and the cash conversion cycle.
Connect CAC, contribution margin, retention and payback instead of optimizing acquisition cost in isolation.
Use value, scope and buyer commitment to create a coherent ladder from free resources to advisory.
Build a review that connects performance, causes, decisions, risks and forward actions without drowning in slides.
Estimate automation value using volume, time saved, adoption, quality effects, implementation cost and ongoing operating cost.
Use scenarios to expose dependencies, trigger points and resilient choices rather than claim certainty about one forecast.
Growth can amplify a good model or accelerate a bad one. Unit economics helps separate the two before scale hides the problem.
Pricing connects customer value, positioning, unit economics and commercial behavior. Treat it as a system rather than a number.
Evaluate technology sourcing through strategic differentiation, time, total cost, control, switching costs and operating capability.
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