Methodology

Valuation models should fit the business

StockValueAI presents educational, model-generated valuation outputs. The goal is to show assumptions clearly, not to tell you what to buy or sell.

Mature, profitable companies

Traditional DCF

Projects future cash flow from a stable business, discounts it back to today, and estimates what the full business may be worth under several assumptions.

  • Consistent earnings
  • Stable or improving margins
  • Several years of operating history
  • Cash generation is tied closely to accounting profit

Growth companies with positive free cash flow

FCF Analysis

Focuses on free cash flow when net income is temporarily noisy because the company is reinvesting, scaling, or carrying non-cash expenses.

  • Positive free cash flow
  • Negative or inconsistent net income
  • High reinvestment in growth
  • Cash flow is a better signal than earnings

Pre-profitable high-growth companies

Revenue Multiple

Uses revenue scale, growth, and peer multiples when earnings and free cash flow are not yet reliable enough for a cash-flow model.

  • Negative earnings
  • Negative free cash flow
  • High revenue growth
  • Comparable public-company multiples are available

Why every report has four scenarios

Business value depends on future assumptions. Scenario ranges make that uncertainty visible by showing how the model changes when growth, margins, discount rates, or multiples move.

Conservative

Lower growth, tighter margins, or a higher required return.

Moderate

A balanced case based on current operating trends.

Optimistic

Better execution, margin improvement, or stronger durability.

Aggressive

Upside assumptions layered together to show the top end of the model range.

How to read the output

Output
What it means
How to use it
Model range
The low-to-high valuation range across scenarios.
Check how wide the range is before treating any single number as meaningful.
Current price marker
Where the market price sits relative to the model range.
Use it as context for further research, not as a trading instruction.
Scenario drivers
The assumptions that move the valuation most.
Focus your own research on the few assumptions that matter most.
Commentary
A plain-language summary generated from the model output.
Use it to understand the model, then verify against primary filings.