A four-step kinetic-value model. Information has no economic value in a vacuum — only when it is converted into action that drives an outcome for a specific stakeholder. The model maps where, in any business process, the conversion actually happens — and where most enterprise AI investment stops short of the transaction.

01
Capture
Turning reality into data.
02
Knowledge
Determining what to do.
03
Outcome
Driving a result that matters.
04
Transaction
The exchange of value.
Without step 04, the entire flow is pointless. Technologies change; the rule is immutable.

How to use this artifact

The Business Physics model is most useful as a diagnostic. Map any business process — or any AI investment under consideration — to the four steps. Then ask one question at each step: where does this stop?

  • An investment that improves Capture alone (better sensors, better logging, better data pipelines) is potential energy. It is a cost center until activated downstream.
  • An investment that improves Knowledge alone (better dashboards, better analytics, better LLM-driven insights) is decision support. It does nothing until someone acts on it.
  • An investment that drives Outcomes without owning the Transaction creates value for someone else's ledger. You are an invisible vendor in another company's ecosystem.
  • An investment that captures the Transaction — that owns the terminal where the exchange of value occurs — is the only investment that earns durable margin in the AI era.

Where it applies

Board strategy review Audit each major AI initiative against the four steps. Anything stopping at Capture or Knowledge is reclassified as enabling infrastructure, not value creation.
AI investment portfolio Force-rank initiatives by the rarest dimension: Transaction ownership. Most portfolios over-weight Knowledge layer investments that compete with utility-priced platforms.
Product positioning Identify whether your product owns a System of Outcome or merely supplies data into someone else's. The first commands a premium; the second is on a margin-collapse trajectory.
Vendor evaluation Distinguish vendors selling Potential Energy (infrastructure that could be activated) from those selling Kinetic Value (transactions that are being captured today).

Origin

Extracted from the strategic briefing The Transaction Edge: Why Business Physics Trumps the AI "Gospel". The full essay develops the argument and its implications for enterprise leaders. This artifact distills the framework so it can be reused independently in board decks, strategy documents, and executive conversations.