No way to tell a genuine value stock from a value trap before committing capital

Summary

Self-directed value investors can spot a cheap multiple (low P/E, high dividend yield, 'undervalued' narrative) but have no way to tell whether it reflects real value or a deteriorating business quietly bleeding out. The Adobe write-up is a perfect illustration: an ex-employee lays out management with no clear product vision, constant re-prioritization, demos built to impress VPs instead of drive revenue, PMs who don't understand their own features, and billions poured into an AI model (Firefly) that users ignore — yet the stock is widely posted about as a 'value stock.' This is exactly the trap: the signals that separate value from value trap are qualitative, management/execution/competitive ones that never appear in screener ratios, star ratings, or a 20-page sell-side note, and outsiders can only discover them from an internal leak, luck, or too late. The result is that retail value investors buy the story, sit in a value trap for years as the 'cheap' multiple keeps getting cheaper (or worse, average down into it), and chronically second-guess whether they own a bargain or a sinking ship. Nothing on the market ingests management quality, execution consistency, capital-allocation discipline, and competitive/product momentum and returns a plain 'this is value' vs. 'this is a trap' stance for a normal investor — it exists only as scattered anecdote and forum argument. This is unsolved, high-pain, and directly monetizable: it is the single question that determines whether every other entry/trim decision was right.