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AI Investing Lab · May 8, 2026

Top 5 Claude prompts for understanding any company fast

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Matej Pretković · AI Investing Lab

Most investors know the feeling.

You find a company that looks interesting. Maybe a friend mentioned it, maybe it showed up in a screener, maybe you just read something that caught your attention.

And then comes the work.

Digging through the 10-K.

Listening to earnings calls.

Trying to piece together whether this business actually makes sense.

That process used to take days.

With the right Claude prompts, it takes minutes.

At AI Investing Lab I have been building and testing prompts specifically designed to accelerate the early stages of investment research.

The goal is not to replace deep analysis.

It is to get you to a clear, honest picture of any company fast, so you can decide whether it deserves more of your time.

These five prompts do exactly that.

I used the free version of Claude (Sonnet 4.6 Extended) for all of these.

Before anything else, you need to understand how a company actually makes money.

Not the investor relations version. Not the marketing language. The real answer.

A strong business model breakdown tells you:

  • How the company generates revenue

  • Who the customers are and why they pay

  • What the cost structure looks like

  • Whether the model is scalable or capital intensive

  • How the company makes money at each step of its value chain

Prompt

Act as a senior equity research analyst.
Give me a clear, jargon-free breakdown of how [Company Name] actually makes money.
Include the following:
1. Business model summary
- What does the company do in simple terms
- Who are its customers and what problem does it solve for them
- How does it charge for its products or services (subscription, one-time, usage-based, etc.)
2. Revenue streams
- Break down the main revenue lines
- Which segments are growing and which are declining
- What percentage of revenue is recurring vs one-time
3. Cost structure
- What are the main costs of running this business
- Is the model capital intensive or asset-light
- How do margins behave as the business scales
4. How value is created
- Where in the value chain does this company sit
- What would customers do without it
- How easy or hard is it to replace
Keep the explanation clear and analytical. Avoid marketing language.
Flag anything that seems unusual or worth investigating further.

A good business in a bad competitive position is still a bad investment.

Before you look at valuation or growth rates, you need to know where this company sits relative to everyone else fighting for the same customers.

This prompt surfaces:

  • Who the real competitors are

  • What advantages the company has and whether they are durable

  • Where the company is vulnerable

  • Whether pricing power exists

Prompt

Act as a competitive strategy analyst with deep knowledge of [Industry].
Analyze the competitive position of [Company Name].
Include the following:
1. Competitive landscape
- Who are the top three to five competitors
- How does market share break down
- Is the market consolidating or fragmenting
2. Competitive advantages
- Does the company have any durable moat (network effects, switching costs,
  brand, cost advantages, IP, regulatory barriers)
- How strong is each advantage on a scale of weak / moderate / strong
- Is the moat getting stronger or weaker over time
3. Pricing power
- Can the company raise prices without losing customers
- What evidence supports this
- Where is pricing power limited
4. Vulnerabilities
- Where is the company most exposed to competition
- What could a well-funded competitor do to hurt this business
- Are there any emerging threats not yet priced in
5. Overall competitive position
- Rate the company's competitive position: leading / strong / average / weak
- Explain your reasoning in two to three sentences
Be honest and direct. Flag weaknesses even if the company appears strong overall.

Numbers tell a story. The question is whether you know how to read it.

Most investors focus on revenue growth and miss what is happening underneath. This prompt pulls out the signals that actually matter for long-term investors, including the ones that are easy to hide in a well-formatted earnings release.

This prompt covers:

  • Revenue and margin trends

  • Cash flow quality

  • Balance sheet strength

  • Capital allocation decisions

  • Any red flags worth investigating

Prompt

Act as a financial analyst reviewing [Company Name] for a long-term investor.
Provide a structured financial health check based on the most recent available data.
Include the following:
1. Revenue and growth
- What is the revenue trend over the past three to five years
- Is growth accelerating or decelerating
- What is driving growth (volume, price, new markets, acquisitions)
2. Margins
- What are gross margin, operating margin and net margin
- Are margins expanding or compressing
- How do they compare to industry peers
3. Cash flow quality
- What does free cash flow look like relative to reported earnings
- Is the company converting profit into cash reliably
- Are there any signs of aggressive accounting
4. Balance sheet
- What is the debt level and how does it compare to earnings power
- Does the company have enough liquidity to handle a downturn
- Are there any off-balance sheet obligations worth flagging
5. Capital allocation
- How does the company use its cash (reinvestment, buybacks, dividends, acquisitions)
- Is management creating or destroying value with capital decisions
6. Red flags
- Highlight anything unusual, inconsistent or worth investigating further
Summarize the overall financial health as: strong / healthy / mixed / weak.
Explain why in two to three sentences.

You can have a great business with a bad management team and still lose money.

Evaluating leadership is one of the hardest parts of investment research. This prompt does not replace reading transcripts or watching interviews, but it gives you a structured starting point and surfaces the questions worth asking.

This prompt looks at:

  • Track record of execution

  • Capital allocation history

  • How management communicates with investors

  • Compensation alignment

  • Any warning signs

Prompt

Act as an experienced investor evaluating the management team of [Company Name].
Provide a structured assessment of leadership quality based on publicly available information.
Include the following:
1. Track record
- Has management delivered on past guidance and targets
- What major decisions have they made in the last three to five years
- Have those decisions created or destroyed value
2. Capital allocation
- How has management allocated capital historically
- Have acquisitions paid off
- Are buybacks happening at reasonable valuations
3. Communication quality
- Do earnings calls and shareholder letters focus on the right metrics
- Is management transparent about problems or do they bury bad news
- Do they speak in plain language or hide behind jargon
4. Compensation and alignment
- Is executive compensation tied to long-term performance
- Do insiders own meaningful amounts of stock
- Are there any unusual compensation structures worth flagging
5. Red flags
- Any history of guidance misses, restatements, legal issues or governance concerns
- Any signs of excessive optimism or evasiveness
Rate overall management quality as: excellent / good / average / concerning.
Give your reasoning in two to three sentences.

Once you have worked through the business model, competitive position, financials and management, you need to pull it all together into a clear investment view.

This prompt forces structure. It makes you articulate why you would own this company, what would have to be true for the investment to work and what would tell you that you are wrong.

This prompt produces:

  • A clear bull case and bear case

  • The key assumptions behind each scenario

  • The most important things to monitor

  • A simple investment verdict

Prompt

Act as a senior portfolio manager summarizing an investment thesis for [Company Name].
Build a clear, structured investment thesis based on everything known about this company.
Include the following:
1. Core thesis
- In two to three sentences, explain the primary reason to own or avoid this stock
- What is the market missing or underappreciating
2. Bull case
- What has to go right for this investment to work
- What upside looks like and over what time horizon
- Key assumptions behind the bull case
3. Bear case
- What could go seriously wrong
- What the downside scenario looks like
- Key risks that could derail the thesis
4. Key variables to monitor
- What are the two or three most important metrics or events to track
- What would tell you the thesis is playing out as expected
- What would tell you that you are wrong and should reconsider
5. Investment verdict
- Buy / Hold / Avoid and why
- Suggested time horizon
- What would change your view
Be direct and honest. A clear bear case is more useful than an optimistic summary.

Run them in order and you have a full company briefing in under an hour.

Start with the business model decoder to understand what you are looking at. Move to competitive position to know where it stands in its market. Run the financial health check to see if the numbers hold up. Assess management quality to understand who is running it. Then use the thesis builder to pull your thinking together into a clear view.

Each prompt works on its own. Together they give you a research process that used to take days.

Try them on a company you already know well first. You will quickly see what Claude surfaces that you might have missed or not thought to frame that way.

Interested in more prompts? Check out our Claude Investing Prompt Library for additional proven prompts to sharpen your research process.

Send this to an investor friend who spends too much time on research.

Prompts are only as useful as the workflow around them.

Running a prompt once and reading the output is not research.

It is a starting point.

Read the original on ainvestinglab.substack.com

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