Work with me

Dave Friedman — Strategic Clarity for the AI Economy

What I Do

I help investors and operators see how AI is restructuring markets — before it shows up in financials.
My work sits at the intersection of capital flows, technology architecture, and competitive strategy.
When intelligence becomes an input cost, business models mutate. My job is to map that mutation.


The Problem I Solve

Most investors and founders still reason about AI as a feature.
In reality, it’s a substrate shift: value migrates down-stack to compute and data, and up-stack to distribution and trust.
This leaves two critical blind spots:

  1. Predator risk — building inside the control surface of a model provider.

  2. Leverage blindness — underestimating how data, inference control, or distribution create durable edge.

I provide decision frameworks that make those dynamics legible.


Core Offers

1. Strategic BriefingsClarity under time constraint

Deliverable: 10–15 page written or slide-format briefing on a chosen theme
(e.g. “LLM vertical integration,” “Compute as collateral,” “AI infra consolidation”)
Who it’s for: fund partners, CIOs, corporate strategists preparing for allocation or board conversations
Outcome: actionable understanding of market structure, key players, and second-order implications
Fee: $2,000–$5,000


2. Diagnostics / Portfolio AuditsExpose hidden dependency and leverage

Deliverable: 2–4 page diagnostic of a company or portfolio segment

  • Identifies model risk, data moat strength, and distribution optionality
    Who it’s for: venture firms, corporate venture units, or operators positioning AI products
    Fee: $5,000–$10,000


3. Retained AdvisoryOngoing strategic intelligence

Deliverable: two monthly calls + bespoke written memos or deck reviews
Who it’s for: allocators, founders, or corporate strategy leads seeking continuous perspective
Fee: $7,500–$15,000/month
Why it works: you get a filter on the market that’s independent, contrarian, and evidence-grounded.


4. Executive Presentations / Workshops

Format: 45–60 minute keynote or facilitated session
Examples:

  • “The Predator Platform: Surviving Vertical Integration in AI”

  • “Compute, Capital, and Control: The New Market Architecture”
    Fee: $3,000–$8,000


What It’s Like to Work With Me

  • Concise, analytical, zero fluff.

  • No frameworks-for-frameworks — everything ties to real business dynamics.

  • I treat every engagement as an investigation: define the uncertainty → model it → deliver clarity.


Proof of Work

Selected essays from my public writing (available on request):

  • Why Most LLM Startups Are Doomed

  • Compute as Collateral

  • When Machines Buy From Machines
    Each has been widely circulated among AI founders and investors and used in due-diligence discussions.


Contact

Email: [your address]
LinkedIn: [link]
Location: New York / remote
Availability: accepting up to three concurrent advisory or audit engagements.