What You Need to Know
Editing an output means deciding what reaches the reader, and in what form. Adapting means changing the delivery for one reader while keeping the substance. Earlier objectives in this domain asked whether an output is right; this one asks whether it is right for its reader. That judgement is editorial, and it is yours: Claude drafts; you edit.
A veterinary practice asks Claude for a discharge note to a dog's owner after surgery. The draft is accurate but clinical, and the warning signs sit halfway down page two.
You Are the Editor
Claude's draft is raw material. Official documentation positions Claude as a drafting and rewriting partner that can produce anything from an email to a screenplay and rework its answers on request. It does not own the final verdict: what stays, what goes, whether the emphasis is right, and whether this audience will understand and act on the result.
You have two remedies: edit the output yourself, or direct a revision that names what must change. A directed revision gives Claude follow-up instructions, not a bare request to try again. Knowing which one fits is part of the skill. At the practice, moving the warning signs up is a quick edit; a plain-language rewrite is a revision to direct.
Right for Its Reader
The tested move is recognising that a technically correct output is wrong for its reader. Typical cases are jargon for a lay audience, detail-heavy analysis for a time-poor executive, and an internal register in a customer-facing note. A reader who cannot parse a document cannot act on it. Adaptation changes three things. Vocabulary comes down to the reader's level. Each sentence carries less. The order changes so the urgent item leads instead of hiding mid-document.
Adaptation fails in two directions, both tested. Leaving reader-hostile output untouched because it is correct fails the reader. Simplifying the substance away fails them too: a serious point is softened into invisibility in the name of accessibility. The findings, the recommendations and the costs must survive any adaptation. A friendly note that drops the warning signs has failed the owner. After adapting, check the new version against the original for anything lost or softened.
Criteria Before Reading
When choosing between versions, fix the criteria before reading: accuracy preserved, audience fit, tone, completeness, length. Read each version against the list, and defend the choice against the criteria, not the style. A comparison without criteria defaults to the prettiest prose. Style is the one contest fluent output always wins, so a fluent but thinner version beats a correct one.
Three criteria usually do. For the practice: nothing factual lost, the right register for the owner, warning signs first. They must exist before you read either version, because criteria fixed afterwards tend to justify the one you already liked.
Generator, Not Judge
Claude produces variants in different registers, lengths and structures, and says how they differ. You apply the criteria and pick, as the practice does between a short note and a long one. Asking Claude which of its versions is better hands over the judgement this objective certifies. Self-assessment is not a reliable signal either, the limitation from objective 2.3. In Artifacts, document versions sit side by side and earlier ones stay retrievable, which suits this pattern.
In the exam
The guide describes Associate-level professionals as distinguished by their ability to critically evaluate AI-generated content and adapt outputs for different audiences.
Giving Claude sharper feedback so the next draft improves is objective 1.3, prompt refinement. Assessing, adapting and finishing the output already in front of you is this objective. Improving the practice's prompt for future notes is 1.3; fixing this note is 2.5. Read the tested action in the stem to tell them apart.
The comparison tell
When a stem offers two versions and asks which to send, look at what the options compare on. Options choosing by flow, tone or general appeal are distractors. The keyed answer fixes criteria first, checks both versions against them, and picks accordingly. Fluency is never one of the criteria, because both versions already have it.
Exam Traps
Sending an accurate but reader-hostile output because the content is correct
Correct-for-the-facts is not correct-for-the-reader: an audience that cannot parse the document cannot act on it, and the urgent point stays buried. The keyed answer adapts delivery for the named reader while the substance survives.
Adapting for a lay audience by cutting the difficult content
The defects, costs and recommendations are what the reader needs to act on. An adaptation that softens a serious point into invisibility has failed the reader it was meant to serve, so the keyed answer translates the substance rather than deleting it, then checks nothing was lost.
Asking Claude to pick its own best version and sending its choice
Claude generates alternatives and articulates differences well, but it is a poor final judge of its own work, and self-assessment is not a reliable signal. Applying the criteria and choosing is the human's job; it is the exact skill this objective certifies.
Treating a feedback-and-regenerate option as this objective's answer
Directing sharper feedback to improve the next draft is objective 1.3 territory. When the stem puts a finished output in front of you and names its audience, the tested action is assessing and adapting what exists, and the keyed answer works on the document, not the prompt.
Practice Scenario
A building surveyor's assistant has a survey summary that is accurate but dense with structural terminology, and the urgent roof defect sits mid-document. It must go to the buyers: first-time buyers with no construction background. The surveyor insists that the buyers can follow every finding and that the assistant, rather than Claude, settles the final wording. What is the right way to prepare it?
Build Exercise
Adapt and Compare for a Real Audience
What you'll learn
- How to name the reader and what must survive adaptation
- How to direct a revision that changes delivery without losing substance
- How to check an adapted version against its original
- How to compare versions against criteria fixed before reading
- Take an accurate but dense document from your work, or have Claude draft one from real material in a technical or specialist register
Why: Audience adaptation only teaches its lesson when the starting document is genuinely correct; otherwise you are fixing accuracy, which is objective 2.1.
You should see: A factually sound document that its intended lay or time-poor reader would struggle with.
- Name the real reader and what they must do after reading, then list what must survive untouched: findings, figures, recommendations, costs
Why: The must-survive list is the guard rail that stops simplification becoming deletion.
You should see: One line naming the reader and their action, plus a short must-survive list.
- Direct a revision naming the audience, the reading level, the ordering with urgent items first, and the must-survive list
Why: A directed revision encodes your editorial decisions; an undirected rewrite makes Claude guess them.
You should see: An adapted version in plain language with the urgent item leading.
- Check the adapted version against the original: everything on the must-survive list present, nothing softened into invisibility
Why: The back-check is what makes adaptation an evaluation skill rather than a stylistic one.
You should see: A tick against every must-survive item, or a directed fix for anything lost.
- Ask for one more variant in a different register, write three criteria down before reading either, then choose and defend the choice against the criteria
Why: Fixing criteria before reading is the tested comparison technique, and defending the choice proves the criteria did the deciding.
You should see: A written three-criterion list, a choice, and a one-line defence per criterion.
Sources
- What are some things I can use Claude for? — Anthropic
- My prompt isn't giving me a helpful answer — Anthropic
- What are artifacts and how do I use them? — Anthropic
- Claude Certified Associate – Foundations Exam Guide — Anthropic