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

Nine registers. One analytical lens.

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

NVIDIA

Structural analysis of NVIDIA’s position in the AI compute capital structure: the fourth house that sells the machines, collects in days at a 75% margin, holds an $82 billion equity portfolio in its own buyers, and drew $25 billion from the same bond market its customers depend on. How the circle is recorded: the same two-billion-dollar CoreWeave investment, re-expressed as a price concession, moves the segment growth rate seven points and gross profit two billion dollars on identical cash. Quality of cash, circular financing, revenue quality, and the twelve structural elements. Grounded in the 10-Q, the 10-K, the proxy, and the accounting standards that govern what each discloses.

8 pieces · May–August 2026

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

SpaceX

Structural analysis of SpaceX from S-1 through the first public quarter, capital structure, the $235B cash gap widened to about $400B with every added dollar going to the AI build, the Terafab fab gone quiet, the $25B minimum-cash commitment whose size reached the public through Fitch rather than the filings, the fixed-baseline framework (a company changing its mind is the event a fixed baseline exists to catch), and the state of the merger: reading the Tesla-SpaceX entanglement through two filings, finding the combination already happening through instruments that require no vote, and what a formal deal would make invisible.

19+ pieces · May–August 2026

Anthropic

Structural disclosure analysis of Anthropic’s pre-filing landscape — 999 counterparty filings naming a company that has filed nothing, the ~$35 billion SPV financing the Google-TPU build-out, and the judgment calls the S-1 will make about what the record already holds. Reading across Amazon, Google, Broadcom, SpaceX, CoreWeave, and Apollo filings to reconstruct a picture whose disclosure spreads across companies because the arrangements spread across companies.

2 pieces · July 2026

Alphabet

The largest quarterly profit in corporate history, $112.2 billion, was mostly a mark: $99 billion of unrealized gains on two bets, one the company cannot sell and one no one can price. The operating quarter underneath was excellent and stood without it. Quality-of-cash framework applied to the record, the reconciliation, the two marks, and what the next week’s filings from Microsoft, Amazon, and Alphabet itself will test.

1 piece · July 2026

Apple

Structural analysis of Apple as the fifth house — the toll-taker at the edge of the buildout whose cleanest revenue is another house’s money. Introduces materiality as a disclosure tool, formally defines what a house is, reads the Apple-Google circle through the quality-of-cash lens, and now reads the quarterly filing itself: $117 billion of operating cash flow against $6.8 billion of capex, a gross intangible asset line born across three quarterly filings, a Services record, a CEO transition, and a ROIC that outruns the builders by reading the balance sheet they chose not to build.

2 pieces · July 2026

CoreWeave

Structural analysis of CoreWeave’s unit economics, revenue structure, capital requirements, and the quality of cash held together: three statements presenting three businesses, the convergence test, the residual question, the $1.3 billion customer-liabilities reclassification, Amy Hood’s “short-lived assets” testimony, and the four-corners ROIC test applied to a pure-play with no cover, examined through the quality-of-cash framework. The synthesis piece, written before Q2, sets the questions the filing has to answer, and now one filing read across three genres: the same DDTL 5.5 facility described by the press release, the 8-K summary, and the credit agreement, nine exhibits carrying only the filing’s own words, where “guarantee” appears zero times in the layer that is furnished and in the first sentence of the layer that is filed.

5 pieces · June–August 2026

OpenAI

Structural analysis of OpenAI’s operating economics, the quality-of-cash ratio as a single-number diagnostic (cash to committed uses, about five cents per dollar), 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.

4 pieces · June–August 2026

Oracle

Structural analysis of Oracle’s fiscal 2026 annual report — two businesses in one column, $638 billion in backlog, $54.4 billion raised in a single year, and the quality-of-cash framework run through the full statement of cash flows.

3 pieces · June–July 2026

AI & Market Structure

Cross-company analysis of AI platform economics, market structure shifts, and the capital structure of the compute buildout, who borrows, what each is made to promise, what the indentures reveal about the houses and the players, a four-rung grading of every dollar in the buildout by what must still happen for it to become cash, a commitment-disclosure reading across six companies’ filings, a single ratio (cash to committed uses) run first on OpenAI and Apple with the ledger and the donut-and-bubble comparison, and now the counterfactual: the same cash, different statements, where the form of a single two-billion-dollar arrangement moves the segment growth rate seven points without moving a dollar, and one filing read across three disclosure genres: the 8-K down the middle, the press release to its left, the credit agreement to its right, nine exhibits carrying nothing but the filing’s own words. The bubble, if one is here, arrives at one address at a time.

The structural analysis series continues on Substack — approximately 40 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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