The hottest Valuation Substack posts right now

And their main takeaways
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Does OpenAI’s new financing make sense?

Marcus on AI • 10196 implied HN points • 27 Feb 26
đź’Ľ Business Valuation
  1. The financing looks more like vendor or supportive financing than arms‑length venture capital, which raises doubts about its true value and incentives.
  2. OpenAI struggles to make a profit because the product can be unreliable, operating costs are high, and there’s no clear technical moat, which has triggered price wars.
  3. With competitors closing the gap and valuation rising despite setbacks, the deal appears risky and may reflect an unsustainable overvaluation.

Everyone's Talking About Lululemon ($LULU) Earnings. Nobody's Looking at This. | PULSE Framework

Behavioral Value Investor • 81 implied HN points • 24 Mar 26
đź’° Finance Valuation
  1. Lululemon has consistently positive and rising economic profits and free cash flows, which points to a high-return, growing business.
  2. The company carries almost no net debt so financial leverage is low, though retail lease obligations should be reviewed as a form of off‑balance debt.
  3. Valuation appears attractive with a smoothed free cash flow yield near 7% and an EV cap rate around 10%, so the stock merits further research.

Clouded Judgement 3.26.26 - Per Token Pricing

Clouded Judgement • 7 implied HN points • 27 Mar 26
đź’Ľ Business Valuation
  1. Pricing must shift from flat seat or hourly models to token- or usage-based pricing that aligns costs with the actual value delivered, because inference is a real, growing line item that can destroy margins if mispriced.
  2. Monetizing GPUs by the value of output (tokens) instead of clock hours can generate far more revenue per GPU hour, especially for premium low‑latency workloads, since output is worth more than raw silicon.
  3. Founders and model providers need to manage falling token costs, pick where they sit on the latency vs throughput Pareto curve, and use credit-like abstractions to price on value; doing so will be a decisive advantage while getting it wrong can be fatal.

Four theories about the SpaceX - xAI merger

Marcus on AI • 9129 implied HN points • 03 Feb 26
đź•ą Technology Valuation
  1. The official synergy story — that combining tweets, AI models, and rockets creates a game-changing integrated company — is probably overstated and unlikely to deliver real technical or business advantages.
  2. Other popular explanations, like Musk using the deal to consolidate control over social-media and space infrastructure or that AI compute will soon move to space, also have big practical and economic gaps.
  3. A more plausible reading is that the merger is effectively a bailout for xAI, which is burning cash, lacks clear users or differentiation, and makes the valuation and equity swap look like an overpayment.
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Inside Inter Miami’s 350% Revenue Surge: The Messi Effect, Ballon d’Or Clauses, and Nu Stadium Explained

Huddle Up • 151 implied HN points • 16 Mar 26
🎾 Sports Valuation
  1. Signing Lionel Messi triggered a roughly 350% revenue surge, growing annual revenue from about $56 million to $250 million and lifting the club’s valuation from $585 million to $1.45 billion.
  2. The club prepped sponsors with Ballon d’Or escalator clauses that automatically double fees if they sign a five-time Ballon d’Or winner, letting them capture much bigger commercial value when a superstar arrives.
  3. Messi’s contract is a mix of cash, equity vesting, and revenue-sharing with partners—costing roughly $70–80M a year but only $20M guaranteed—and the new stadium is positioned as the long-term revenue engine to sustain growth beyond Messi.

Eventually, Reality

QTR’s Fringe Finance • 27 implied HN points • 22 Mar 26
đź’° Finance Valuation
  1. Tesla has repeatedly defied conventional valuation rules, behaving more like a high‑growth tech platform than a cyclical automaker, and investors who bet against it have often been wrong.
  2. Its valuation is extremely high compared with fundamentals, with much of the bull case resting on future bets like robotaxis and humanoid robots while the core car business shows signs of slowing.
  3. The gap between narrative and reality is closing, and Tesla may not be able to rely on storytelling alone to justify its lofty price going forward.

You Pick the Stock. I'll Run the Vitals.

Behavioral Value Investor • 104 implied HN points • 20 Mar 26
đź’° Finance Valuation
  1. A new weekly video called Subscriber PULSE Check will screen three or four subscriber-submitted tickers each Friday, with the host opening the PULSE template on camera and walking through the analysis.
  2. PULSE is a quick triage tool that anchors on hard historical financials—like economic profits, underlying free cash flow, leverage, smoothed FCF yield, and EV cap rates—to decide if a stock deserves deeper research.
  3. Everyone can watch the episodes for free, but only paid subscribers can submit tickers (submissions stay in a queue if not picked), and the regular free Tuesday PULSE articles will continue.

Before You Research Apple ($AAPL), Read This | PULSE Framework

Behavioral Value Investor • 126 implied HN points • 17 Mar 26
đź’° Finance Valuation
  1. PULSE is a quick triage framework that uses five signals across all three financial statements to decide if a stock deserves deeper research, classifying names as not interesting, attractive at a high price, or attractive at an interesting price.
  2. Apple shows strong economic profits, strong underlying free cash flow, and almost no net debt, but its smoothed FCF yield (~3.5%) and EV cap rate (~3%) are low, meaning the market is pricing in high future growth.
  3. As a result, Apple is a high-quality company but not interesting at the current price, so it isn’t worth a deeper research effort right now.

10-Minute Investment Autopsy No. 7: Staples

Behavioral Value Investor • 52 implied HN points • 19 Mar 26
đź’° Finance Valuation
  1. Staples looked like a cheap, dominant player with big scale, strong cash flow and a growing online business, which supported the value thesis.
  2. Between 2012 and 2017 sales fell at a ~6% CAGR, EBIT and EPS declined, and the company was acquired at $10.25 per share, producing roughly a -2% total return.
  3. Major competitive risks—especially Amazon—materialized and eroded the business, showing that low price and market share alone don’t protect against secular threats.

The PULSE Framework: Start With the Vitals, Not the Narrative

Behavioral Value Investor • 200 implied HN points • 09 Mar 26
đź’° Finance Valuation
  1. Use the PULSE framework as a fast triage tool that pulls five financial "vitals" from all three statements so you can quickly sort stocks into not interesting, attractive-but-expensive, or attractive-at-a-good-price. This lets you focus deeper research only on the most promising ideas.
  2. Look first at Economic Profit over time and Underlying Free Cash Flow (adjusted for stock options and compared to net income) to see if a business truly earns above its cost of capital and converts profits into real cash. Consistent, rising economic profit and a healthy FCF-to-net-income ratio signal higher quality.
  3. Always check leverage and valuation together: use Net Debt/EBITDA to spot risky capital structures, a Smoothed FCF yield (multi-year average brought forward by expected growth) to assess sustainable valuation, and an EV cap rate (last 12 months plus debt) to avoid companies that only look cheap because of heavy debt. Combining these measures helps catch hidden risk and find genuinely attractive prices.

CEO resigns. Stock down. Is Adobe ($ADBE) worth a look? | PULSE Framework

Behavioral Value Investor • 118 implied HN points • 13 Mar 26
đź’° Finance Valuation
  1. The PULSE framework is a quick triage tool that uses five financial signals to decide if a stock deserves deeper research.
  2. Adobe scores very well on economic profits, underlying free cash flow, and low leverage, while its smoothed FCF yield and EV cap rate (around 7%+) make it interesting despite recent CEO news and AI fears.
  3. This is a historical, high-level screen—not a buy recommendation—so you should do detailed, independent research before considering an investment.

The Corporate Life Cycle: Managing, Valuation and Investing Implications

Musings on Markets • 1438 implied HN points • 20 Aug 24
đź’Ľ Business Valuation
  1. Businesses, like people, go through life cycles. They start as new ideas, grow, and eventually decline if not managed properly.
  2. Companies age differently, impacting their strategies and financial health. Younger companies often focus on growth, while older ones need to defend their position or manage decline.
  3. The skills and qualities needed in leadership change with a company's age. A startup needs a visionary leader, while a declining company may require a pragmatic approach to manage its downsizing.

10-Minute Investment Autopsy No. 6: Amazon.com

Behavioral Value Investor • 59 implied HN points • 12 Mar 26
đź’° Finance Valuation
  1. What looked expensive by traditional valuation metrics in 2012 ended up being the cheapest thing to buy over the next decade because growth and reinvestment paid off.
  2. Amazon’s durable advantages — better price, selection, convenience, personalization, habit formation, higher inventory turnover, plus AWS — strengthened over time and drove widening economics.
  3. Those advantages translated into real results: roughly 24% sales CAGR and 32% EBIT CAGR from 2012–2022, and about 25% annual stock returns through 2026, well ahead of the S&P 500.

10-Minute Investment Autopsy No. 5: Omnicare

Behavioral Value Investor • 118 implied HN points • 05 Mar 26
đź’° Finance Valuation
  1. A niche business that is hard to replicate can attract strategic buyers and deliver large returns to shareholders when it fits a buyer's needs.
  2. In heavily regulated industries, government rules and reimbursement pressure are persistent risks that should be explicitly included in forecasts and downside scenarios.
  3. New management rarely fixes deep, long‑standing cultural or compliance problems quickly, and frequent CEO turnover is a warning sign that requires conservatism in valuation and risk assessment.

The Stock Market Has No Idea What’s Coming

The Algorithmic Bridge • 520 implied HN points • 06 Feb 26
đź’° Finance Valuation
  1. Investors are simultaneously dumping SaaS stocks and AI infrastructure stocks because they fear two opposing things at once: that AI will replace software businesses and that AI spending won’t deliver returns.
  2. A recent leap in AI capabilities that lets models handle tasks like legal, finance, and marketing convinced traders that AI can move into the application layer, which sparked the selloff in software companies.
  3. The market’s mixed selling is a rational response to deep uncertainty: if AI truly upends software then heavy infrastructure buildout is justified, but if it doesn’t then that spending looks wasteful, so investors hedge by selling different parts of the ecosystem.

Using Options As A Value Investor: Part 1

Behavioral Value Investor • 118 implied HN points • 02 Mar 26
đź’° Finance Valuation
  1. Options can enhance a value investor's returns when used alongside rigorous fundamental valuation and a long‑term investment process.
  2. Never assume unlimited downside risk — avoid naked calls and other strategies that expose you to unlimited losses.
  3. Know the basics: calls and puts give rights to buy or sell at a strike price, American options can be exercised anytime, options trade on exchanges, and using covered positions (like covered calls or puts) limits obligations and can lower your effective purchase price.

2026 AI & Semiconductor Outlook

Mule’s Musings • 796 implied HN points • 07 Jan 26
đź’° Finance Valuation
  1. AI demand pushed bottlenecks below GPUs into memory and optics, causing HBM and DRAM shortages and sharply higher prices.
  2. Semiconductor equipment stocks rallied largely from multiple expansion and rising expectations, signaling the market expects a major WFE (wafer fab equipment) boom in 2026–27.
  3. The AI buildout is heavily levered — big borrowings, equity stakes, and circular financing are accelerating GPU and data‑center purchases but also raise credit risk if markets or demand turn.

Clouded Judgement 3.20.26 - Digital Twins

Clouded Judgement • 14 implied HN points • 20 Mar 26
đź’Ľ Business Valuation
  1. Digital twins digitally capture human and institutional knowledge so AI agents can access and act on it, making knowledge representation the main bottleneck for scaling AI rather than model intelligence.
  2. They come in practical flavors—workflow capture, institutional memory, expert twins, customer twins, and knowledge multiplication—that help preserve know‑how, raise the floor of performance, and enable continuous research without repeated manual effort.
  3. Building a personal or company digital twin lets you scale and even monetize expertise that used to be limited by time, so early adopters who package their knowledge will gain a big advantage.

When to buy software & what to buy

Enterprise AI Trends • 147 implied HN points • 15 Feb 26
đź’° Finance Valuation
  1. Buying beaten-down public SaaS stocks right now is risky because industry-wide malaise can persist and you can get whipsawed trying to catch falling knives.
  2. Expect more dispersion: the market will keep punishing losers while only labeling survivors as winners in hindsight, so the real edge is identifying which companies will survive in real time.
  3. Many software firms won't die but will become low-growth 'zombies', so be selective and favor businesses that can genuinely transition to and benefit from AI, using a disciplined checklist to rank longs and shorts.

Another One Bites The Dust

QTR’s Fringe Finance • 44 implied HN points • 05 Mar 26
đź’° Finance Valuation
  1. Illiquid private loans can go from being valued at full price to worthless very quickly because they’re priced by internal models instead of daily market bids.
  2. A lot of pandemic-era, highly leveraged e-commerce rollups are failing as interest rates rise and demand softens, creating real borrower distress and loan defaults.
  3. Multiple sudden write-downs plus growing investor redemption requests could force a rapid, broader repricing of the large private credit market and stress funds built for slow-moving assets.

What If The Automatic Stock Buying Stops?

QTR’s Fringe Finance • 32 implied HN points • 04 Mar 26
đź’° Finance Valuation
  1. Automatic buying by retirement plans, ETFs, and other systematic programs has created a persistent "passive bid" in markets.
  2. That bid is non-discretionary — it buys whenever money flows in and ignores valuations or fundamentals — so price formation has shifted from valuation-driven discovery to flow-driven moves.
  3. A recent datapoint suggests this flow-driven dynamic may be starting to change, so it’s a risk worth watching before it becomes a larger problem.

10-Minute Investment Autopsy No. 3: Nestlé

Behavioral Value Investor • 66 implied HN points • 19 Feb 26
đź’° Finance Valuation
  1. A great, durable company isn't guaranteed to deliver high returns if you buy it at an only-average price.
  2. Actual EPS growth turned out far lower than expected — roughly 2–3% per year instead of the hoped-for high single digits — and that weak growth hurt performance.
  3. Small near-term underperformance can compound into a much larger long-term shortfall, so valuation and growth assumptions matter for long-horizon results.

The Market’s Favorite Exception

QTR’s Fringe Finance • 23 implied HN points • 05 Mar 26
đź’° Finance Valuation
  1. Elon Musk’s personal fortune is larger than all the revenue Tesla has ever earned combined.
  2. Betting against Tesla has historically been a losing trade, with skeptics repeatedly proven wrong as the stock keeps climbing.
  3. Many smart investors have shorted Tesla with conviction and still watched it rise instead of fall.

Investing in the AI Future

A Biologist's Guide to Life • 11 implied HN points • 11 Mar 26
đź’° Finance Valuation
  1. AI is basically digital automation that can massively scale the production of digital content and actions. More supply doesn’t guarantee value — demand, human preferences, and political or social feedback will determine the real economic outcomes.
  2. Lasting business advantage comes from data moats, ecosystems, and distribution, not just big models or hardware. Open-source models, model compression, and competition can erode hardware/software moats and make many pure GPU bets risky.
  3. The best hedge is non-financial: invest in human advantages like relationships, health, and skills while diversifying attention and capital across other macro risks. Build human-centered products and networks that complement AI instead of relying solely on AI hype.

10-Minute Investment Autopsy No. 1: Lear Corp

Behavioral Value Investor • 104 implied HN points • 05 Feb 26
đź’° Finance Valuation
  1. An investor argued Lear was deeply undervalued because its car-seat business acted like a high-return duopoly, estimating normalized EPS around $6 and big upside from the $33 price.
  2. In 2007 Carl Icahn made a $36/share offer that the board initially accepted, but activist opposition led shareholders to reject the deal.
  3. When the 2009 auto recession hit and Lear’s largest customers failed, the company went bankrupt and equity holders were wiped out, showing how customer concentration and leverage can destroy a seemingly cheap stock.

Clouded Judgement 3.13.26 - In Defense of Model Lab Profitability

Clouded Judgement • 12 implied HN points • 13 Mar 26
đź’Ľ Business Valuation
  1. Model labs can reach high, sustainable gross margins as they scale because serving and architecture improvements, better GPU utilization, and product optimizations drive down inference cost per token.
  2. Training costs are likely paybackable within reasonable timeframes similar to CAC payback, and even though retraining is recurring, marginal gross profit after payback can make labs profitable.
  3. Platform lock-in and enterprise needs (fine-tuning, SLAs, tooling, context storage) raise switching costs, so open-source models won’t fully commoditize large customers and retention should stay high.

Best Buys February 2024

Compounding Quality • 1867 implied HN points • 04 Feb 24
đź’° Finance Valuation
  1. The post provides a list of favorite stocks for February 2024.
  2. Automatic Data Processing and Text SA are among the recommended stocks.
  3. The stocks are highlighted for their industry position, financial performance, undervaluation, and potential returns.

How to Value a Startup: Key Methods Every Investor and Founder Should Know

The VC Corner • 539 implied HN points • 01 Jun 24
đź’Ľ Business Valuation
  1. Valuing a startup is important but tricky since they often lack stable revenue. Founders and investors need to understand different methods to figure out a fair value.
  2. A successful valuation mixes both subjective and objective measures. This means looking at non-financial aspects like the team and market potential, as well as using data-driven methods.
  3. Two common methods for valuing startups are the Discounted Cash Flow (DCF) Method and Comparable Analysis. Both have their own steps and challenges, but they help paint a complete picture of the startup's worth.

How to Value a Startup: Key Methods Every Investor and Founder Should Know

The VC Corner • 459 implied HN points • 11 Jun 24
đź’Ľ Business Valuation
  1. Valuing a startup is important but tricky because they often lack stable revenue. Founders and investors need to use different methods compared to established businesses.
  2. There are two parts to valuation: the 'art' involves looking at the startup's unique qualities like the team and product potential, while the 'science' uses data and metrics for a more objective view.
  3. A popular way to value startups is the Venture Capital Method, which focuses on future growth expectations. This helps investors estimate what a startup might be worth down the line.

Investing Update: The Most Important Chart in the Market

Spilled Coffee • 32 implied HN points • 28 Feb 26
đź’° Finance Valuation
  1. Gold is soaring (+21.2% YTD) and other defensive assets like oil (+17.2% YTD) and bonds are outperforming, showing investors are favoring safety over growth.
  2. Market breadth is deteriorating even as headline indexes sit near highs — technology, financials, and consumer discretionary are negative YTD and fewer than 60% of stocks in those sectors trade above their 50-day moving averages, signaling narrow leadership and fragility.
  3. Overall sentiment is risk-off: a VIX-based signal, the big YTD drop in Bitcoin (~25%), and close attention to names like Nvidia underline a cautious stance and active rotation away from growth.

Hey PayPal: Follow Block, Cut 40% Of Staff Tomorrow

QTR’s Fringe Finance • 26 implied HN points • 27 Feb 26
đź’° Finance Valuation
  1. AI-driven workforce reductions can trigger immediate investor revaluation, because markets price in expected margin gains before audited results arrive.
  2. When a low-multiple, cash-generating company pairs AI productivity cuts with aggressive buybacks, EPS and share price can rise quickly as margins and share count improve.
  3. Big layoffs carry execution and reputational risks, and cutting costs alone won’t ensure long-term innovation or competitive advantage.

đź‘‘ Everything you need to know about valuation

Compounding Quality • 2614 implied HN points • 23 Feb 23
đź’° Finance Valuation
  1. In the short term, stock prices are driven by fluctuations in valuation, while in the long term, they follow the intrinsic value of a company.
  2. When investing, it's crucial to buy stocks at a discount to their true worth to avoid poor results.
  3. Consider factors like Return On Invested Capital (ROIC) and expected growth when evaluating the value of a company to make informed investment decisions.

Clouded Judgement 3.6.26 - Get in the Token Path

Clouded Judgement • 16 implied HN points • 06 Mar 26
đź’Ľ Business Valuation
  1. The biggest cloud-era infrastructure winners aligned their revenue with the platform's core consumption unit — they "owned the meter" so more usage automatically meant more revenue.
  2. In AI, tokens are becoming that core unit, so companies directly in the token path (models, inference platforms, and coding agents) can structurally scale as token consumption rises.
  3. Being in the token path is necessary but not sufficient — companies must build real differentiation and moats (better developer UX, vertical models, security/compliance, or proprietary data) and move quickly before token economics commoditize.

Amazon Should Acquire PayPal

QTR’s Fringe Finance • 27 implied HN points • 23 Feb 26
đź’Ľ Business Valuation
  1. Buying PayPal would give Amazon an instant, global payments and crypto platform—including peer-to-peer payments and merchant acquiring—and let it compete more directly with Apple and Google while deepening Prime’s customer lock‑in.
  2. Amazon has the balance sheet and liquidity to move fast with an all‑cash bid and could potentially buy PayPal at an attractive valuation after its stock slide, shortening or avoiding a prolonged bidding war.
  3. Significant risks remain — board decisions, financing, and regulatory review could block a deal — but Amazon might face fewer antitrust objections than a direct payments competitor attempting the same acquisition.

What Price Could A PayPal Buyout Happen At?

QTR’s Fringe Finance • 25 implied HN points • 24 Feb 26
đź’Ľ Business Valuation
  1. Stripe is reportedly weighing a purchase of PayPal or parts of its business, which could reshape the payments landscape if it moves forward.
  2. Even preliminary takeover talks have already lifted PayPal’s stock by roughly 20 percent, showing how much market expectations can change from rumors alone.
  3. The rally prompts a dilemma for investors — sell into the pop now or hold out for a potentially higher takeover price, since discussions are still early and outcomes are uncertain.

The Great Software Repricing: A Framework

Enterprise AI Trends • 105 implied HN points • 16 Jan 26
đź’° Finance Valuation
  1. Investors are re‑rating SaaS because revenue is becoming less predictable — usage‑based and AI‑agent pricing make earnings lumpier, so multiples can fall even if revenues rise.
  2. AI is changing the core value of traditional software: companies must shift from passive systems of record to active systems of action, and it’s unclear if those new models will be profitable or keep the same market size.
  3. The real bottleneck is hardware and demand uncertainty, not software supply, so worries about seat losses and customer need are driving a broad repricing of software valuations.

Weekend thoughts: Buffett's Wells Fargo Opportunity Cost $WFC

Yet Another Value Blog • 1159 implied HN points • 27 Jan 24
đź’° Finance Valuation
  1. The concept of an opportunity cost stock is important in investing for making trade offs and decisions.
  2. Buffett's choice of Wells Fargo as his opportunity cost stock highlights the importance of timeless industries and consistent returns.
  3. Flexibility and adaptability are crucial in managing opportunity cost stocks as circumstances and information change.