A new book by Dr. Madhu Shashanka · Fall 2026

Coherence

The Competitive Advantage AI Can't Buy

Why coherence, not capability, decides which enterprises win the age of abundant AI.

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Advance praise

A compelling framework for building organizations that can move fast without losing alignment, trust, or purpose.
Gary DesaiChief Information Officer, Discount Tire
This is the clearest framework I've seen for a problem most organizations don't yet know they have.
Moez HassanChief Data Officer, Royal Caribbean Group
AI does not fix a messy organization, it magnifies it. Point powerful agents at an incoherent enterprise and you scale the incoherence.
Lakshman KannanPartner, PwC
This is the rare AI book grounded in how complex systems actually fail.
Shireesh ThotaCorporate Vice President, Microsoft
Everyone is focused on building smarter AI. Madhu makes the compelling case that the harder challenge is building smarter organizations.
Prof. Kartik HosanagarWharton Professor, Author of A Human's Guide to Machine Intelligence
The hard question in any critical system isn't capability, it's dependability under conditions you didn't foresee. Shashanka brings that discipline to the enterprise.
Dr. Vivek MenonMission Assurance Director, U.S. Department of Defense

In brief

Why this matters now.

The problem

Generative AI made intelligence abundant. Agentic AI is making execution abundant. When everyone can move fast, speed stops being the advantage.

The consequence

What becomes scarce is coherence: the capacity to run many autonomous systems without descending into chaos. Complexity compounds on no dashboard, oversight lags deployment, and the projected ROI is absorbed by friction nobody anticipated.

What the book gives you

A theory rigorous enough to change a deployment decision, and operational enough to act. Every framework is built to be measured, every prescription specific enough to use.

The stakes

Two kinds of enterprise emerge. One turns abundant intelligence into enduring advantage. The other turns it into debt it will spend years unwinding. The window to choose is open now.

Written for the two people who decide.

The CEO who owns the AI strategy, and the executive now accountable for delivering it, whatever the title: Chief AI Officer, Chief Information Officer, Chief Data Officer, or another.

And for leaders who already think at that level and mean to earn the seat.

New to the concept? Start with what organizational coherence means, a plain-language explainer.

The central argument

When execution becomes cheap, coherence becomes the bottleneck.

Coherence is the integrity of the link between what an organization's systems do and what the enterprise intends.

For thirty years, the winning instinct was to move first and adopt fastest. That instinct was correct, because capability was scarce and access was uneven. Agentic AI has ended those conditions.

When everyone can move fast, moving fast stops being an advantage. What wins instead is coherence.

Generative AI made intelligence abundant. Agentic AI is making execution abundant. Organizations built for an era when both were scarce now meet a world where neither is, and existing management thinking has little to say about that shift.

The book reasons from first principles. It starts from one economic shift, the collapse in the cost of execution, and follows it to where it leads: to why the firm exists, what becomes scarce when execution is free, and where advantage must migrate. The conclusion is not a forecast about technology. It is a deduction about organizations. When intelligence is everywhere, the scarce resource is the capacity to deploy it without descending into incoherence.

At the center of the story is the person now accountable for that capacity: the Chief AI Officer, the Chief Data Officer, the rising executive charged with turning a historic abundance of intelligence into durable advantage rather than organizational debt. Behind that person stands the CEO who owns the AI strategy and must decide to empower the role. This is the book that gives both their argument.

From the book

Four ideas that reframe the AI conversation

01

The Coasian Inversion

For a century, firms existed to allocate scarce execution. Now that execution is nearly free, that purpose has flipped: the organization's job is to maintain coherence among abundant autonomous systems, and the structures built for the old world are quietly failing at the new one.

02

Complexity Debt

Every autonomous system an organization deploys adds coordination cost that no dashboard reports. Like technical debt before it had a name, this debt compounds invisibly until it surfaces as crisis, and it accumulates faster because deploying AI now takes almost no effort at all.

03

The Moat Is Coherence, Not Capability

When every competitor can buy the same models and the same data, none of it confers advantage. The durable edge belongs to the organization that has made itself coherent: the one thing a vendor cannot sell and a rival cannot copy.

04

Correlated Fragility

Coherence is the link between what your systems do and what you intend. Your intent stays yours. The reasoning that turns it into decisions does not, once every rival runs the same models. Shared reasoning carries shared blind spots, so each firm can be right on its own terms while all of them fail together. That was 2008.

Dr. Madhu Shashanka

About the author

Dr. Madhu Shashanka

He studies how large numbers of independent units become coherent, first in the brain, now in the enterprise.

Madhu earned his PhD in computational neuroscience studying how the brain coordinates vast numbers of independent units into coherent behavior, then spent two decades applying that lens to organizations, building and deploying enterprise AI across manufacturing, financial services, social media, and cybersecurity.

His book Coherence: The Competitive Advantage AI Can't Buy brings the two halves of that career together: what the science of coordinated systems reveals about competing in the age of abundant intelligence.

PhD, Computational Neuroscience IEEE Senior Member, former Associate Editor 40 peer-reviewed publications, 14 granted patents Former Director, Data Science & Machine Learning, Charles Schwab Cofounder, Chief Scientist & CTO, Concentric AI AI strategy for CIO / CISO communities, Fortune 500

Advance praise

What readers are saying

Enterprise Leaders and Operators

Innovative thinking on a challenge that few leaders have fully recognized.
Gary DesaiChief Information Officer, Discount Tire
This is the clearest framework I've seen for a problem most organizations don't yet know they have.
Moez HassanChief Data Officer, Royal Caribbean Group
He has taken a hard-won lesson from systems engineering and shown it is now an organizational law.
Shireesh ThotaCorporate Vice President, Microsoft
AI does not fix a messy organization, it magnifies it. Point powerful agents at an incoherent enterprise and you scale the incoherence.
Lakshman KannanPartner, PwC
The hard question in any critical system isn't capability, it's dependability under conditions you didn't foresee. Shashanka brings that discipline to the enterprise.
Dr. Vivek MenonMission Assurance Director, US Dept. of Defense
Rigorous, grounded, and genuinely useful for anyone deploying AI at scale.
Dr. Arun RavindranPartner & VP, AI Innovation & Transformation, BCG
Shashanka is the first to give that challenge a real framework for the agentic era.
Ashish LahotiChief Transformation Officer, ServiceNow
Organizations are already experiencing pain that they haven't been able to name.
Satya PatelPartner, Homebrew; formerly VP Product, Twitter
Reliability and verifiability, not raw capability, decide where autonomy can be trusted.
Dr. Massimiliano VersaceVP Emergent AI, Analog Devices
Coherence is the real moat when intelligence is commoditized.
Rahul TodkarVP, Head of Data & AI, Tripadvisor
Shashanka gives that leadership problem its proper name: coherence.
Dr. Aleksandar LazarevicAI Executive & Fractional Chief AI Officer
Turns a problem most teams only feel into something they can measure and manage.
Collin ChanSVP Engineering, WellSky
As AI accelerates execution, coherence becomes the leadership challenge.
Muru BalakrishnanFormer Head of Data, Analytics & AI, Frontier Airlines
Organizational coherence will become one of the definitive leadership challenges of the next decade.
Viral KadakiaVP of Products, PayPal; formerly VP of Products, Indeed

Scholars and Authors

He tackles these challenges with a rigor rarely found in management books.
Barbara Shinn-CunninghamGlen de Vries Dean, Mellon College of Science, Carnegie Mellon University
Coherence provides a timely and thought-provoking roadmap for leaders navigating the agentic era.
Kartik HosanagarProfessor, The Wharton School of the University of Pennsylvania
This book should be on the list of anyone thinking about how AI and autonomous systems will impact their life and work.
Dr. Sai GaddamAuthor, Journey of the Mind

Speaking & keynotes

Bring Dr. Shashanka to your organization.

He speaks to executive teams, leadership conferences, and corporate offsites on coherence, organizational strategy, and leading in complexity.

or email [email protected] Download the one-pager (PDF) ↗