A 10-K runs 100+ pages. Most of the signal sits in four sections, and a good prompt gets you there in minutes instead of an afternoon.
This is a cheat sheet of 25 prompts we use to pull structure out of a filing before forming any view. Read the source first, then let the model summarize, cross-check, and flag what to verify. The model surfaces; you confirm against the actual text.
A few from the list: - "List every risk factor that is new or materially reworded versus last year's 10-K." - "Summarize the revenue recognition policy and name the line items it affects." - "Pull all related-party transactions and quantify each one." - "Extract management's stated reasons for the YoY change in gross margin." - "Flag any going-concern, impairment, or restatement language in the notes."
Rules we hold to: the prompt does the reading pass, not the judgment. Always open the filing and verify the numbers it cites. Treat anything the model can't ground in the document as unverified. This is process, not a recommendation on any security.
Want the full 25-prompt sheet as a PDF? Comment FILING and we'll send it to you.