Analyzing Venture Deals - Assessing Company Execution

Frequently Asked Questions

FAQ

• Expand the full lesson below and explore the material at your own pace.

  When evaluating venture-backed companies, current traction matters — but what investors are really trying to understand is a company’s long-term economic potential.

  In venture capital, much of a company’s value is driven by future outcomes rather than present-day results. That means investors must evaluate businesses through a forward-looking lens.

  At Alumni Ventures, we assess company execution through three core ideas:

  The magnitude of future revenue
  The quality of future revenue
  The durability of future revenue

  To evaluate these areas, we focus on four key components of our execution framework:
  customer demand, customer momentum, business model quality, and competitive moats.

  Customer Demand
  The first question is whether the opportunity itself is large enough to matter.

  We evaluate:
  The size of the addressable market
  Whether the market is growing or shrinking
  Whether the company is disrupting an existing category or creating a new one
  Whether customers are genuinely willing to pay for the solution
  Strong customer demand helps signal whether a company has the potential to become a meaningful long-term business.

  Customer Momentum
  Next, we evaluate whether the company is gaining traction today.
  This includes reviewing:
  Revenue growth rates
  Annual recurring revenue (ARR)
  Active users
  Industry-specific performance metrics
  Momentum helps investors determine whether the company’s growth thesis is actually playing out in real time.

  Business Model Quality
  Growth alone is not enough.
  A company also needs a sustainable and scalable business model.
  We examine:

  Unit economics — The revenue and costs tied to a single unit of the business (one customer, one transaction, one subscription). It answers: “Does the business make money on each sale, before overhead?”

  Customer acquisition cost (CAC) — How much the company spends, on average, to win one new customer. Includes marketing, sales salaries, ads, etc. Lower CAC = more efficient growth.

  Customer lifetime value (LTV) — The total revenue a company expects to earn from a single customer over the entire relationship. A healthy business typically wants LTV to be 3x+ its CAC.

  Gross margins — What’s left of revenue after subtracting the direct costs of delivering the product or service. Higher margins (especially 60–80%+ in software) mean more room to invest in growth and become profitable.

  Scalability and repeatability — Can the business grow revenue significantly without costs growing at the same rate? A scalable model gets more efficient as it grows; a repeatable one can replicate its sales motion predictably across markets or customer segments.

  One important consideration is whether growth is being driven sustainably — or whether the company is artificially inflating growth through uneconomic spending.

  Competitive Moats
  Finally, we evaluate durability.
  Companies with strong competitive advantages are often better positioned to maintain growth over long periods of time.
  Competitive moats can include:
  Proprietary technology
  Network effects
  High switching costs
  Deeply embedded workflows

  In venture capital, durability matters because investments are long-term and illiquid. Investors need companies that can continue compounding over many years.

  A Real-World Example
  One company in Alumni Ventures’ portfolio operates a cloud-based enterprise software platform that helps distribution businesses manage complex rebate programs.
  While it may not appear as exciting as businesses focused on space exploration or biotechnology, the company demonstrated many of the qualities we look for:

  A large addressable market
  Strong revenue traction
  Attractive unit economics
  Favorable competitive positioning

  Because the company consistently scored well across the execution framework, Alumni Ventures continued investing in multiple rounds as the company scaled.

  The lesson:
  Strong execution can often be found in less glamorous businesses.

  Final Thoughts
  Assessing company execution requires balancing both quantitative analysis and judgment.
  For pre-revenue companies, investors may rely on signals such as:
  Signed customer agreements
  Commercial partnerships
  Early economic commitments
  Product engagement indicators

  Ultimately, strong execution is about more than a compelling story.

  At Alumni Ventures, we evaluate:
  Customer demand
  Customer momentum
  Business model quality
  Competitive moats

  Together, these factors help determine whether a company has the magnitude, quality, and durability needed to create long-term value.