Know the MarketBefore the Market Knows You

CHAPTER 1

THE GREAT UNBUNDLINGof human expertise

traditional professional services firms are structurally incapable of disrupting themselves. It's not a failure of vision or talent -- it's a fundamental misalignment of incentives that makes innovation impossible.

Consider the anatomy of a typical firm. Most are structured as partnerships or LLPs, designed to maximize profit distribution to partners rather than re-invest in R&D. They don't build products because they literally can't -- their organizational structure is optimized for extracting value, not creating it. When your compensation model rewards billable hours and your partnership depends on building a book of business, why would you ever automate yourself out of existence?

The hourly billing model isn't just a pricing mechanism -- it's the golden goose that defines the entire culture. Every attempt at automation is viewed through the lens of "will this reduce our billable hours ? " The answer is always yes, which means the innovation always dies. Partners who've spent decades climbing the ladder by maximizing their billing rates aren't going to cling to technology that makes their expertise commoditized. They'd buy software to make their juniors more efficient, sure, but never to replace them.

This is why McKinsey will never build the AI consulting firm. Why Big Law won't create the autonomous legal department. Why the Big Four won't spawn the AI accounting firm. They're structurally, culturally, and economically incapable of cannibalizing their core business model.

CHAPTER 2

ENTERthe agentic firm

This is the opening for a new category. The Agentic Firm. AI-native professional services companies that don't just augment human consultants but fundamentally reimagine how expertise is delivered through autonomous agents. These aren't traditional firms with AI bolted on. They're entirely new organisms, built from first principles, powered by the premise that the work human professionals do can be unbundled, encoded, and delivered by AI agents.

The Agentic Firm doesn't need partners climbing billable-hour pyramids. It has domain experts and AI engineers working together to encode expertise into systems. It doesn't fear automation -- automation is the entire point. Every client interaction makes the system smarter, every document processed improves the model, every decision logged becomes training data for the next one.

01

The Domain Expert

20 years · reads the clause · spots the nuance

02

The AI Engineer

builds the pipeline · writes the eval · ships the fine-tune

The pair-programming model for professional work

CHAPTER 3

THE PLAYBOOK:How to build an agentic firm

Through our work with portfolio companies and observing others, we've identified some of the core elements that make these AI-native professional services companies successful.

01 · MISSION STATEMENT

Replace, don't augment

Don't hide behind the technology. Call yourself what you are replacing -- an AI law firm, an AI accounting firm, an AI auditing firm. Your agents aren't tools for professionals; they ARE the professionals. This isn't about building copilots -- it's about building the pilots themselves. Your mission statement should reflect this boldness.

02 · THE PAIR PROGRAMMING MODEL

Domain expert + AI engineer

The secret sauce isn't pure automation -- it's domain expert + AI engineer collaboration. You need people who deeply understand the nuances of tax law or M&A or financial modeling working hand-in-hand with engineers who can translate that expertise into scalable systems. This isn't about replacing experts; it's about encoding their expertise.


CHAPTER 4

AGENTIC FIRMS AREN'TBUILT OVERNIGHTThey're built one role at a time.

agentic Firms shouldn't try and automate entire organizations overnight. They should pick one role -- say, a junior ABAP engineer or a paralegal -- and relentlessly perfect that agent. Once that agent is indistinguishable from (or better than) its human counterpart, they move up the chain. Today's paralegal agent becomes tomorrow's senior associate agent, eventually working its way to partner-level decisions.

This incremental approach serves two purposes: it allows for continuous refinement based on real-world feedback, and it doesn't trigger the organizational antibodies that come with wholesale transformation.


THE CLOSE

THE NEXT DECADE BELONGSto the agentic firm

we believe the next decade will see the emergence of Agentic Firms -- AI-native professional services companies where autonomous agents deliver expertise with the consistency of software, the scalability of platforms, and the judgment of the best human practitioners. These won't just be tools for professionals; they'll be the professional service firms themselves, staffed by agents and augmented by humans.

Come build the future along with us.


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