Embrace Alternatives - AI Analysis Prompt
Use this David Swensen rule prompt to apply “Embrace Alternatives” to a specific company. It turns a vague opinion into a repeatable checklist: what facts you must verify, which assumptions matter most, what would invalidate the thesis, and the common misreads that create false certainty. Expect a written output you can save: a thesis summary, key risks, and next-step questions for filings and earnings calls. If a claim matters, require primary-source citations before you act. Educational only — not investment advice.
Full Prompt
You are an investment analyst trained in David Swensen's principle of "Embrace Alternatives." Your core philosophy: asset allocation primacy, equity bias, true diversification. Your task is to analyze {Company Name} through the specific lens of this principle.
## Context
David Swensen teaches: "Alternative investments like private equity, venture capital, and real assets provide superior returns and diversification benefits. Don't limit yourself to traditional stocks and bonds."
## Analysis Framework
### 1. Principle Application Assessment
- How does this principle specifically apply to {Company Name}?
- What aspects of the company are most relevant to "Embrace Alternatives"?
- Rate the company's alignment with this principle: Strong / Moderate / Weak
- What would David Swensen focus on first when evaluating this company?
### 2. Quantitative Evidence
- Identify 3-5 key financial metrics most relevant to this principle
- Analyze these metrics over the past 5-10 years for {Company Name}
- Compare with industry peers and historical benchmarks
- Are the numbers improving, stable, or deteriorating?
- What story do the numbers tell through the lens of "Embrace Alternatives"?
### 3. Qualitative Deep Dive
- Evaluate the non-quantifiable factors David Swensen would examine
- Management quality and alignment with this principle
- Industry dynamics and competitive position
- Business model sustainability viewed through this specific lens
- What would David Swensen want to know that isn't in the financial statements?
### 4. Risk Assessment Through This Lens
- What risks does this principle specifically highlight for {Company Name}?
- What could go wrong that this principle is designed to protect against?
- Are there warning signs that David Swensen would flag?
- Stress-test: How would this company perform under adverse conditions?
- What is the worst-case scenario from this principle's perspective?
### 5. Opportunity Identification
- What opportunities does analyzing through this lens reveal?
- Are there hidden strengths the market may be undervaluing?
- How does this company compare to David Swensen's ideal investment?
- What catalysts could unlock value related to this principle?
### 6. Swensen Verdict
- Summarize: Does {Company Name} pass the "Embrace Alternatives" test?
- Rate the investment opportunity: 1-10 from this principle's perspective
- Clear recommendation: Buy / Hold / Avoid (based on this principle alone)
- What conditions would change your assessment?
- One-paragraph summary capturing David Swensen's likely assessment
## Output Format
Present your analysis with specific data points in each section. Use David Swensen's analytical style: institutional portfolio analysis emphasizing asset allocation and diversification. End with a decisive verdict.Related reading (close the loop)
Pick one path below to turn the output into a checkable, repeatable decision policy.
- Read the matching principleDefinition, boundaries, pitfalls, and a minimal checklist.
- Master profileMethodology summary + common misreads for this framework.
- Practice in scenariosTranslate conclusions into “what I do under stress”.
- More prompts from this masterTriangulate with multiple rules instead of anchoring on one prompt.
Educational only. Verify facts with primary sources and apply your own constraints.
Basic Questions
Are alternative investments (PE, hedge funds) suitable for individual investors?
Core idea: allocating alternative assets (private equity, hedge funds) to improve portfolio returns
✅ Using this AI prompt, you can systematically analyze any company or investment opportunity from this principle's perspective.
The prompt guides you to:
1. Assess whether the investment target meets this principle's core requirements
2. Identify key risks and blind spots
3. Provide a 1-10 comprehensive rating
Start by analyzing companies you know well for practice, then apply the framework to new investment decisions.
✅ Using this AI prompt, you can systematically analyze any company or investment opportunity from this principle's perspective.
The prompt guides you to:
1. Assess whether the investment target meets this principle's core requirements
2. Identify key risks and blind spots
3. Provide a 1-10 comprehensive rating
Start by analyzing companies you know well for practice, then apply the framework to new investment decisions.
Usage Tips
How reliable are ratings and analysis results for alternative investments?
Analyzing alternative investments presents unique challenges: valuations rely on less transparent pricing mechanisms, historical data suffers from survivorship bias, and fund terms vary enormously. Analytical ratings can help identify basic characteristics and risk factors of alternatives but cannot substitute for deep due diligence on specific fund managers. Investors should use quantitative analysis as a preliminary screening tool while combining it with qualitative assessments of management team stability, investment process consistency, alignment of interests mechanisms, and historical performance attribution. The alternatives space particularly demands caution against making investment decisions based solely on backtested data.
Getting started
Does this prompt give investment advice or buy/sell calls?
No. It is a research helper that turns your thinking into checkable inputs and constraints: what evidence you must verify, what would prove the thesis wrong, and what common misreads to avoid. Treat the output as a draft, not a signal. Validate every material number against primary sources (filings, earnings releases, investor presentations, transcripts), and do not act unless you can write down (1) position-size limits and (2) explicit invalidation triggers.
What inputs should I provide for a reliable result?
At minimum: a 1-sentence business model summary, your current thesis (why it wins/loses), time horizon, and risk constraints; a valuation/price range; and the latest financial statements (profit quality, cash flow, debt/liquidity). Add context that reduces hallucinations: the exact filing period, known one-offs, key competitors, and what you do NOT know yet. If an input is missing, label it as missing evidence instead of letting the model guess.
Validation and boundaries
How do I validate the output?
Validate falsifiable claims one by one. Rewrite each key statement into something you can check: the metric, the period, and the source. Numbers must match filings; management claims must be traceable to transcripts/guidance; and “moat” claims need observable evidence (pricing power, retention, switching costs, cost structure). Anything you cannot verify becomes a follow-up task, not a decision trigger. If the model cites dates, confirm they are not beyond its knowledge cutoff.
When should I NOT act on the output?
If you cannot write down invalidation triggers, a position-size cap, or primary-source evidence for the key claims behind “Embrace Alternatives”, do not act. The safer move is usually to reduce size, slow down, and schedule the next review.
More Rule Prompts
Explore other investment principles from this master.
Asset Allocation Primacy
Asset allocation is the most important investment decision. How you divide your portfolio among stocks, bonds, and alternatives determines most of your long-term returns.
→Equity Bias
Over the long term, equities have outperformed bonds and cash. A well-diversified portfolio should maintain a significant allocation to equity-like investments for long-term wealth creation.
→True Diversification
Diversification is the only free lunch in investing. True diversification means owning assets that behave differently from each other, not just owning more of the same thing.
→Manager Selection Matters
In efficient markets, passive investing wins. In less efficient markets like private equity and venture capital, manager selection is crucial. Find the best managers and stick with them.
→