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How we write our content

Most prep platforms don't tell you where their content comes from. We do.

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  • Source-cited
  • Publicly changelogged
  • Reviewed each cycle

How the material is built — and held honest

Five rules the content lives by, so you can verify what you study before and after you pay.

  1. 01

    Where our content comes from

    Every study note is anchored to the official curriculum (CFA Institute Learning Outcome Statements, GARP FRM Study Guide, or SOA syllabus) and is annotated with the specific reading, page reference, or LO it covers. We supplement with established graduate-level textbooks (e.g., Hull, Bodie-Kane-Marcus, McDonald) and cite them explicitly.

  2. 02

    How we use AI

    We use large language models to draft, format, and stress-test explanations — never as a primary source. Every numerical example is verified by hand, and every formula derivation traces back to a textbook citation. Where AI assistance was used in drafting, we say so. The Socratic Tutor that students interact with is also AI; it is sandboxed to the reading's source material and instructed to defer to citations rather than improvise.

  3. 03

    How our practice questions are built

    Questions are written in-house in the exam's own formats and tagged to the specific LOS and the trap each one tests. Every wrong answer carries a worked explanation, and any formula it relies on traces back to a textbook citation. We do not use non-public material or anything that would breach the candidate code of ethics for the relevant exam.

  4. 04

    How updates are tracked

    Content is versioned. Each reading shows a 'Last reviewed' date; the changelog lists what changed and why. When the underlying curriculum is updated for a new sitting, the readings affected are tagged and flagged in your dashboard so you know what's been re-validated.

  5. 05

    What we don't claim

    We are not affiliated with CFA Institute, GARP, SOA, or GMAC. We do not have access to any private question bank or past exam content. We do not guarantee you will pass — no honest prep provider can. What we do guarantee: every claim in our content is sourced and verifiable, and our methodology is public.

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Read a full topic of source-cited notes free — citations, last-reviewed dates, and all.

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