Insights on AI equity research.

Most equity research ends with a price target. Reverse valuation starts there and works backwards, asking what has to be true for today's stock price to make sense. It is a more honest way to think about valuation.

AI-generated equity reports follow the same analytical structure as traditional research notes. What changes is the speed, the cost, and how assumptions are made explicit. A look at where AI adds real value and where it falls short.

A company value map breaks enterprise value into pools: core businesses, physical assets, option values, and capital structure effects. Understanding how to read one changes how you think about whether a stock is cheap or expensive.

Professional equity research reports are written for institutional analysts, not individual investors. This guide walks through what each section actually means, which numbers to focus on, and how to use a report as a starting point rather than a final verdict.

Market cap tells you what the equity is worth. Enterprise value tells you what the whole business costs to buy, including debt. Using market cap alone leads to systematically wrong comparisons between companies with different capital structures.

Nordic listed companies tend to have cleaner capital structures, conservative management, and strong ESG reporting. They also get less analyst coverage than US peers. Here is what to pay attention to when analysing a Finnish, Swedish, or Danish stock.