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    1. A Five-Step Audit Trail for AI-Assisted Visual Assets

      If you've ever handed off a design file and gotten the question "wait, is this AI-generated?" you know how awkward it is to reconstruct an answer after the fact. Prompt text gets lost in chat history, reference images get pulled from five different folders, and nobody remembers which revision fixed the extra finger. A lightweight audit habit, done at creation time, saves that scramble.

      Here's a five-step version worth keeping next to your project files:

      1. Prompt text. Save the literal prompt used, not a paraphrase, in a plain text file alongside the output. Include the model or tool name and date.
      2. Reference-image provenance. Note where any reference images came from — licensed stock, your own photography, a client asset — and whether you had rights to use them as input.
      3. Revision intent. When you edit or regenerate, write one line on why: "changed lighting to match brand palette," not just "v2." This turns a folder of near-duplicates into a readable history.
      4. Output checks. Record what you verified before shipping — text legibility, anatomical errors, brand color accuracy, resolution for print versus web.
      5. Disclosure. Decide in advance whether the final asset needs an AI-assisted label for the audience it's going to, and note that decision.

      None of this requires special software; a shared doc or spreadsheet works fine. The value is in doing it consistently, not in the tool.

      If you're working in a platform built around iterative prompting and multi-reference composition, like Muse Image, the same five fields map cleanly onto its workflow — prompt history, reference inputs, and revision passes are already things you're generating, so the audit is mostly about capturing what you did rather than adding new work.

      The limitation is that no checklist replaces judgment: you still have to actually look at the output, and you still have to decide what disclosure means for your context. But a five-minute habit beats a reconstructed memory every time.