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Exemplar theses

Illustrative theses written in the institutional style — study the structure: a clear call, catalysts, valuation, and honest risks. (Original examples, not real research.)

BUYIllustrative SaaS Co.DEMOIllustrative

Durable growth mispriced as a slowdown

The market is treating a temporary deceleration in new bookings as a structural break; underlying retention and unit economics say otherwise, leaving the shares undervalued on normalised free cash flow.

In plain English

Sales to NEW customers slowed for a quarter, and investors sold the shares as if the business were permanently broken. But the customers it already has are staying and spending more — so the engine is still healthy. That makes the share price look too cheap for the cash this business should reliably produce.

Catalysts

  • Net revenue retention has stabilised above 115%, suggesting the installed base still expands even with slower new logos.
  • A price increase takes effect next quarter, flowing almost entirely to gross margin given the software cost base.
  • Operating leverage: sales & marketing is falling as a % of revenue as the company leans on its existing customers.

Valuation

At ~6x forward sales the shares sit a full turn below the peer median despite superior retention. On a DCF using 20% revenue growth fading to 8% and a 25% terminal FCF margin, intrinsic value is ~30% above the current price. The market is extrapolating one soft quarter.

How that valuation works, step by step

Step 1: the whole company costs about 6 times next year’s sales. Step 2: similar companies cost about 7 times — so this one is cheaper than its rivals, even though its customers are stickier, which normally earns a HIGHER price. Step 3: forecasting the cash it should generate in the coming years suggests the business is genuinely worth about 30% more than today’s price. Conclusion: the market is assuming one weak quarter continues forever, and that looks like a mistake.

Risks

  • A genuine demand cliff (not a blip) would break the retention assumption.
  • Larger platform rivals bundling the product for free could compress pricing.
  • High stock-based compensation flatters non-GAAP margins.

Price target

12-month target implies ~7.5x forward sales — a re-rate to the peer median as growth reaccelerates — roughly 30% upside from here.

Every term in this thesis, explained (10)
Bookings
The value of new contracts signed. A slowdown here means fewer NEW customers — not that existing ones left.
Deceleration vs. structural break
Deceleration = growing more slowly for a while. Structural break = something changed permanently. Mistaking one for the other is a classic mispricing.
Net revenue retention (NRR)
What last year’s customers spend this year. Above 100% means they spend MORE than before, so revenue grows even with zero new customers. 115% is strong.
New logos
Industry slang for brand-new customers — their company logo gets added to the sales chart.
Unit economics
Whether a single customer is profitable: what it costs to win them versus what they pay over time.
Operating leverage
When revenue grows faster than costs, so profit margins widen on their own.
Gross margin
The share of each pound of sales left after the direct cost of delivering the product. Software margins are very high, so a price rise turns almost entirely into profit.
Free cash flow (FCF)
The spare cash left after running the business and paying for equipment. Harder to massage than accounting profit.
Forward sales multiple (6x)
The company’s total price divided by next year’s expected sales. Lower usually means cheaper.
DCF
Discounted cash flow — estimating all the cash a business will make in future and converting it to what that stream is worth today.

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Investor wisdom

Price is what you pay; value is what you get.

Warren Buffett

A great company can be a poor investment if you overpay. Always separate the quality of the business from the price of the stock.

Be fearful when others are greedy, and greedy when others are fearful.

Warren Buffett

The best opportunities usually feel uncomfortable. Crowd sentiment is a contrarian signal more often than a guide.

The big money is not in the buying and the selling, but in the waiting.

Charlie Munger

Most returns come from holding good businesses through time, not from frequent trading. Patience is an edge.

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How to write a thesis

  1. 1. State the call in one sentence

    Buy, Hold or Sell, and the single core reason. If it takes a paragraph, you haven't found the crux yet.

  2. 2. Show what the market is missing

    A good thesis is differentiated. Explain why consensus is wrong or slow — an insight, not a summary of the news.

  3. 3. Name specific catalysts

    What concrete events will prove you right, and when? Vague optimism scores nothing; datable catalysts do.

  4. 4. Anchor it to valuation

    Tie your view to a number — a multiple, a DCF, a normalised margin. State the price target and how you got there.

  5. 5. Argue the other side

    List the real risks and what would make you wrong. Acknowledging the bear case makes the bull case credible.

  6. 6. Size your conviction honestly

    High conviction is for well-evidenced, differentiated views — not gut feel. Calibrate confidence to evidence.

Valuation basics

Multiples (the quick way)

A multiple like P/E or EV/EBITDA tells you what the market pays per unit of profit. Compare a company to its own history and to peers. A low multiple isn't automatically 'cheap' — it may reflect real risk; a high one isn't automatically 'expensive' — it may reflect real growth. The question is always: is the multiple justified by the fundamentals?

DCF (the thorough way)

A discounted cash flow values a business as the sum of all the cash it will ever generate, discounted back to today (because money now is worth more than money later). In practice: forecast free cash flow for ~5–10 years, estimate a terminal value for everything after, discount it all at a rate reflecting risk. It's only as good as its assumptions — small changes to growth or the discount rate swing the answer a lot, so test a range.

Which to use

Multiples are fast and great for comparison; DCF forces you to be explicit about growth and risk. Strong analysts triangulate — if a cheap multiple and a DCF both point the same way, conviction rises. When they conflict, you've found something worth understanding.

Macro basics

The big-picture indicators every case shows — and what a given value actually tells you about stocks and the wider economy. Reading the numbers, not predicting them.

Interest rates (the Fed funds rate)

The central bank's key interest rate is the price of borrowing money for the whole economy. Low rates make loans and mortgages cheap, which encourages spending, investment, and risk-taking — generally a tailwind for share prices (especially fast-growing companies whose value sits far in the future). High rates do the reverse: borrowing costs rise, consumers and companies pull back, and future profits get discounted harder, which pressures valuations. Rates are the single most important number in macro because almost everything else is priced relative to them.

In practice: A 0.25% rate is very low — near 'free money', supportive of stocks and consumer spending. A rate rising through 4–5% is restrictive — it cools spending, raises the bar for every investment, and tends to weigh on richly-valued shares. The direction (rising vs. falling) usually matters more than the level.

The yield curve

The yield curve plots the interest rate on government bonds across time — 2-year, 10-year, 30-year. Normally longer bonds pay more (you're locking money away longer). The shape is a widely-watched signal: a steep upward curve suggests investors expect healthy growth; a flat or downward-sloping ('inverted') curve — where short-term rates are HIGHER than long-term — has historically preceded recessions, because it implies markets expect the central bank to cut rates soon to rescue a slowing economy.

In practice: If the 2-year yield is above the 10-year (an 'inverted' curve), the bond market is flagging recession risk — a caution signal for cyclical and highly-leveraged companies. A steep, upward curve is the market voting for growth.

Inflation (CPI)

Inflation is the rate at which prices rise, usually measured by the Consumer Price Index (CPI). A little inflation (~2%) is healthy — it's what central banks target. Too much erodes consumers' spending power and forces the central bank to raise interest rates to cool the economy, which pressures stocks. Too little (or falling prices — deflation) can signal weak demand. Inflation also hits companies differently: those with 'pricing power' can pass higher costs on to customers; those without see margins squeezed.

In practice: CPI around 2% is the comfortable target. CPI at 7–9% is a red flag — it usually forces aggressive rate hikes, hurts consumer-facing businesses, and rewards companies with strong pricing power. CPI near 0% can signal a demand problem.

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Common mistakes & biases

Anchoring

Fixating on a reference point — the price you first saw, or the 52-week high — instead of intrinsic value.

Fix: Value the business from scratch before you look at the current price.

Confirmation bias

Seeking evidence that supports the view you already hold and dismissing what contradicts it.

Fix: Write the strongest possible bear case before you commit. If you can't, you don't understand it yet.

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Reading list

  • The Intelligent Investor Benjamin Graham

    The foundational text on value investing and the 'margin of safety' mindset.

  • One Up On Wall Street Peter Lynch

    A readable case for understanding what you own and finding edge in everyday observation.

  • The Most Important Thing Howard Marks

    On risk, cycles, and second-level thinking — how great investors actually reason.

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PredictionStreet is an educational tool. Nothing here is financial advice.