Ideas · Central idea
Cognitive capital: what it is and how firms build it
Cognitive capital is the processes, algorithms and data that a firm codifies to create value. Capital is what accumulates, compounds and multiplies other capital. Codified cognition does all three. Firms that capture it systematically will out-learn the ones that only cut costs.
How do firms build cognitive capital?
- Tacit to explicit. Make what experts know usable by everyone.
- Scale beyond human limits. Standardize knowledge too vast for people to hold.
- New patterns. Let machines find signal no one has seen.
Most firms already produce the raw material. My Forbes column of November 5, 2026 calls it cognitive scrap: the traces of expert work that AI can progressively structure into something reusable.
Where does the idea come from?
I have worked on it for four decades. In 1986 I studied three commercial expert systems for my Harvard Business School dissertation. At Digital Equipment, the XCON system showed what I later called progressive structuring: writing down the rules gave the task structure, and each round of capturing inputs, outputs and performance made the next round of automation possible.
With Benn Konsynski I described cognitive reapportionment in 1994, the shift in whether a person or a system holds judgment. In 2018 I framed the bionic company as one built on behavior, cognitive and network capital. The law of computability (2020) explains why more of reality is now automatable. Cognitive capital is where those threads meet in the age of generative AI.
The Forbes series on cognitive capital
New columns that discuss cognitive capital are added here automatically.
Are You Turning Your Cognitive Scrap Into Cognitive Capital?
AI helps progressively structure complex tasks and smart executives use their cognitive scrap to build cognitive capital.
Is Your Incentive System (especially EBITDA) Blunting AI Transformation?
AI transformation means building Cognitive Capital, but EBITDA inhibits investment. Smart leaders will create a capital budget for cognitive capital too.
Flatter, Faster, Engineering-Heavy: What Owners Can Learn From AI Startups
Firms that embed cognitive capital in their products are more engineering heavy and flatter. All firms should ask what value they can embed with AI into the product.
AI Apocalypse? Maybe, But We Are Counting The Wrong Things!
AI's real value is improving the capture and use of cognitive capital, and no one is measuring that huge value driver.
Can Cognitive Capital Close Private Equity's Growth Gap?
AI enables efficient gathering of cognitive capital. Focus on it may power the organic growth PE needs in portfolio firms.
Questions about cognitive capital
- What is cognitive capital?
- Cognitive capital is the processes, algorithms and data that a firm codifies to create value. Capital is what accumulates, compounds and multiplies other capital. Codified cognition does all three.
- How is cognitive capital different from knowledge management?
- Knowledge management stores what people know. Cognitive capital makes that knowledge usable by everyone, scales it beyond what any person can hold and lets machines find patterns no one has seen. It is built to compound, not to be filed.
- How does a firm build cognitive capital?
- Three moves. Make tacit expertise explicit so everyone can use it. Standardize knowledge that is too vast for people to hold. Let machines find signal that no one has seen. My 1990 research on progressive structuring showed the mechanism: each round of capturing inputs, outputs and performance makes the next round of automation possible.
- Why does it matter to owners and investors?
- Firms that capture cognitive capital systematically will out-learn the ones that only cut costs. In my Forbes column I argue that EBITDA-based incentives inhibit the investment, and that smart leaders will create a capital budget for cognitive capital too.