Strategy Lab

Original analysis.
Applied frameworks.

Market dynamics, operating structure, and valuation — analyzed through the lens of public company disclosure. Operating advisory frameworks for privately held businesses. The same analytical lens, grounded in four decades of operating experience, applied to both.

Independent Structural Analysis

Five registers. One analytical lens.

Market dynamics, operating structure, and valuation — analyzed through public company disclosures from an operator’s perspective. Current work covers five registers.

NVIDIA

Structural analysis of NVIDIA’s $4 trillion valuation — circular financing, the quality of cash behind $40.7 billion in receivables, revenue quality, and the twelve structural elements that sustain the valuation. Grounded in the 10-Q, the 10-K, and the accounting standards that govern what each discloses.

6 pieces · May–June 2026

Quoted by name in MarketWatch’s feature coverage of NVIDIA’s circular financing (June 2026).

CoreWeave

A cash reconstruction exercise examining CoreWeave’s unit economics, revenue structure, and capital requirements.

June 2026

OpenAI

Structural analysis of OpenAI’s operating economics, the $122B Series 7 round, the RPO chain connecting Oracle, NVIDIA, and SoftBank to OpenAI’s listing, and the timing question behind the commitments — grounded in audited financials and primary filings.

3 pieces · June 2026

Oracle

Structural analysis of Oracle’s $638 billion backlog, the quality of the cash behind it, and the framework for reading contracted revenue — grounded in the 10-K, the earnings release, and the accounting standards that govern what each discloses.

2 pieces · June 2026

AI & Market Structure

Cross-company analysis of AI platform economics, market structure shifts, and the emerging competitive landscape.

The structural analysis series continues on Substack — approximately 30 pieces published, with new analysis added regularly.

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Operating & Growth Advisory

PE Practice & Growth Strategy.

AI Readiness Belongs on the Strategist’s Desk

Every consulting firm publishes AI readiness frameworks focused on deploying AI internally. None ask the prior question: can you see what AI has done to your market position, with data specific enough to act on? Five criteria the essential strategist should answer.

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The SaaSpocalypse Is an Operating Opportunity

Everyone writes about what AI kills. Here is what it actually looks like inside the portfolio companies and boardrooms where the decisions get made — and the three operating levers most of the commentary misses entirely.

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Marketing Is the Largest Unaudited Cost Line

PE operating groups audit everything — suppliers, facilities, headcount, procurement. Then they leave $500K to $2M per year on the table and call it marketing. The missing chapter in the operating group playbook.

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The Missing Chapter in the PE Operating Playbook

Procurement, IT, headcount, pricing — every major execution discipline has been systematized. One cost line running 8–15% of revenue has never been independently reviewed. The logic for fixing it mirrors the logic that fixed everything else.

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When Revenue Misses, What Does the Marketing Budget Tell You?

In a crisis, marketing spend gets pointed at first and explained last. Cut blind or cut smart — the answer depends on data that no one in the current arrangement has an interest in producing.

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The Essential Strategist Series

Foundations.

Procurement Is the #2 Profit Lever

Every dollar recovered in procurement is worth five dollars in revenue. The Rule of 5 applies uniformly — and most companies systematically underinvest in it while chasing top-line growth. The essential strategist knows the difference.

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The Essential Strategist Builds a Corporate Development Function

The companies that win in M&A build their deal pipelines before they need to acquire. Corporate development is a competitive weapon — not a reactive capability. Here is how to build it.

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Three Acquisitions, Two Stories

One technology company made three acquisitions. Two were planned and executed with advisory support. One was handled internally. Year 1 EBITDA told the story — and the data produced an accidental control group.

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The Dangers of CLV/CAC Ratios

The ratio is universally quoted and frequently wrong. Optimistic churn assumptions, incomplete CAC calculations, and platform-reported attribution inflate it reliably. What to use instead — and when the ratio still matters.

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The Essential Strategist Targets Enterprise Customers

Enterprise customers are worth five to ten times more than SMB despite longer sales cycles. The approach, the mindset, and the organizational changes required to win — and compound — within large accounts.

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Big Data, Every Day

Big data is not a technology project. It is a management discipline. Every decision a manager makes is a data decision — good or bad. How to build data literacy at every level, and avoid the trap of metrics theater.

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The Real Value of Financial Models

The model is always wrong. Paradoxically, the errors contribute directly to its value. Why the process of building a model — forcing analytic thinking, limiting uncertainty, surfacing ‘gotchas’ — is worth more than the output.

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Insightful Situation Assessments vs. The Kitchen Sink

The situation assessment is the first of five critical steps in any good strategic plan. What makes the difference between a useful one and a data dump — the key is what you leave out, not what you include.

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Realistic Market Growth Targets

Overestimating market share opportunities is a classic strategic challenge. Five questions every growth plan must answer honestly: total market size, share distribution, buying frequency, satisfaction rates, and realistic win rate.

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Determining True Concentration and Dependence

All businesses start with 100% concentration across salesforce, customer, key resources, and profitability. With growth comes diversification — but concentration lurks in unexpected places and drives significant valuation discounts.

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Marketing Results over Features

Two profitable family businesses, both unable to scale beyond principal-driven sales. Neither could extend their success to a broader sales organization. Breaking the cycle requires transitioning from products to results.

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Stress Testing and Scenarios — Where Planning Shows Its Value

Group think drives models to parrot base-case assumptions. Three steps to stress-test a model or agreement so it flexes in a manner consistent with actual objectives — and reveals assumptions that won’t survive contact with reality.

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Strategic Planning Priorities — Getting Started

A three-stage framework for companies that need to take a position: Assess, Address, Aspire. Developed for CEOs struggling to build a case for action in a world where the planning process itself can become the obstacle to planning.

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What Is Value?

Selling value — to customers, shareholders, or financing sources — is a skill that can be taught and needs to be reinforced. Companies that sell value outside their comfort zone need outside help. Here is why, and what it requires.

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