Intelligence is not singular. It is multiplied.

The decision framework for leaders combining Artificial Intelligence, Material Intelligence, and Human Intelligence and Judgment.

(AI + MI) × HI
(AI + MI) × HI™ · An original framework by Jigar B. Desai
The Three Terms

AI: Artificial Intelligence

The analytical engine. Pattern recognition, predictive modeling, and automation built to process complexity at scale. Powerful, increasingly cheap, and rapidly becoming table stakes.

MI: Material Intelligence

Domain knowledge made tangible. The earned read of buildings, materials, sites, and clients that your firm has accumulated over time. AI cannot copy what your people have not yet articulated.

HI: Human Intelligence and Judgment

The multiplier. Judgment, intuition, lived experience, the ability to read a room, the storytelling that moves people from inaction to action. Without HI, the rest is just inputs.

If HI is zero, the equation is zero.

When the Math Fails

01

Without MI, the output is generic.

A model can draft a building assessment report that sounds credible, but it cannot tell you whether the cracking pattern in a parking garage is structural or cosmetic. It cannot tell efflorescence from alkali-silica reaction. That is Material Intelligence: domain knowledge no training dataset can replicate.

02

Without HI, the output is dangerous.

A system can optimize a staffing model for maximum utilization, but it cannot see that the person being reassigned is the only one holding a client relationship together. It cannot read the room in a kickoff meeting. That is Human Intelligence: the judgment that turns information into wise action.

03

Without all three, the output is incomplete.

AI without Material Intelligence is fluent but wrong. Material Intelligence without Human Intelligence is expert but inert. The equation only holds when all three are present, and the multiplication sign matters: this is not addition, where a strong term offsets a weak one. If any term collapses, the product collapses with it.

Use It

Three questions to ask when the equation matters.

01

When you are choosing technology, ask whether this strengthens your Material Intelligence, or just your speed.

02

When you are hiring or developing talent, ask whether you are building Human Intelligence and Judgment, or just technical skill.

03

When you are setting strategy, ask whether you are leading with all three, or just the one the client expects.

See it in the editions.

Edition 02 · January 2026
The Multiplier Effect
Edition 03 · February 2026
Material Intelligence Is Not a Buzzword
Edition 08 · May 2026
Kupa-Manduka, the Frog in the Well

Use the framework with your team.

For leaders making decisions about AI, talent, and positioning.