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Plain language presents information so the intended audience can find, understand and use it; it does not mean removing necessary detail or talking down to readers.
AI can help restructure dense text, define unfamiliar terms and highlight buried actions, but a person must preserve meaning and verify the final wording. For legal, health, benefits or safety material, have the responsible expert review any rewrite before readers rely on it.
Plain language is writing organized for a specific audience so people can find, understand and use the information. It is not simply shorter sentences or simpler vocabulary. A reader may need a technical term, definition, qualification, table or step-by-step instruction to act correctly. Before rewriting, identify who will read the text, what they need to understand or do, what details are mandatory and what source controls the content. Ask AI to reorganize a supplied passage, explain jargon or point out buried instructions. Specify that it must retain all conditions, warnings, exceptions, dates, amounts, named contacts and uncertainty. It may remove a qualification because it sounds complicated, change who must act, or turn a possible outcome into a guarantee. Compare the rewrite with the source rather than trusting a fluency score or the model’s statement that it preserved meaning. Structure helps as much as vocabulary. Put the main message first, use headings that describe the task, order steps as readers will perform them and explain abbreviations at first use. Prefer concrete verbs and short sections, but do not break a complex idea into fragments that lose its logic. Readability formulas can help identify dense passages; CDC guidance warns that overreliance can produce writing that is shorter but no longer accurate or meaningful. Ask representative readers whether they can find the next action and explain the important conditions in their own words. For high-stakes text, such as medication directions, eligibility decisions, contracts or safety procedures, the content owner must review every change. AI can propose clearer phrasing, but it cannot authorize a policy change or decide what information may be removed. Keep the approved source, record substantive edits and confirm that the version released to the public is the one experts reviewed. Clarity should make accurate information more usable, not change what it says.
Thiết kế cấp ứng dụng xác định liệu AI có cải thiện kết quả thực tế hay không.
Tích hợp quy trình làm việc tốt sẽ giúp tăng năng suất mà người dùng có thể tin tưởng.
Các trường hợp sử dụng có phạm vi phù hợp giúp giảm bớt sự mệt mỏi khi thay đổi và rủi ro triển khai.
AI may help teams create plain-language versions of more documents and compare drafts with a defined checklist. Faster rewriting will also make it easier to introduce an unnoticed change in eligibility, safety guidance or legal meaning. Organizations will need source tracking, expert sign-off and reader testing to accompany automated editing. Tools may better flag jargon or dense passages, but only people with access to the authoritative rules can confirm that the revision preserves the information readers need to act. Reader testing can show whether a rewrite remains useful.
A benefits office asks AI to reorganize a dense notice around the decision, deadline and appeal contact, then checks every date and eligibility condition against the approved policy.
A clinic writer asks a tool to explain an unfamiliar term in everyday language, then a clinician verifies the revised instructions and cautions.
A city department rewrites a permit page for first-time applicants, tests whether readers can find the required form and keeps the legally required exceptions.
A school district converts a long technology notice into short sections with headings and an action list, then asks families to review the draft for clarity.
Tự động hóa một quy trình bị hỏng có thể khuếch đại các vấn đề hiện có.
Các nhóm có thể tự động hóa quá mức và loại bỏ sự phán xét cần thiết của con người.
Chất lượng có thể thay đổi nếu kết quả đầu ra không được đánh giá liên tục.
Lập sơ đồ quy trình làm việc hiện tại và xác định bước có mức độ ma sát cao nhất.
Xác định các điểm kiểm tra của con người trước khi tự động hóa hoàn toàn.
Đào tạo người dùng về lời nhắc, đường dẫn leo thang và tiêu chuẩn chất lượng.
Theo dõi kết quả ở cấp độ nhiệm vụ để xác nhận giá trị bền vững.
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Plain language presents information so the intended audience can find, understand and use it; it does not mean removing necessary detail or talking down to readers. AI can help restructure dense text, define unfamiliar terms and highlight buried actions, but a person must preserve meaning and verify the final wording. For legal, health, benefits or safety material, have the responsible expert review any rewrite before readers rely on it.
Plain-language structure puts the main message and action where readers can find them while keeping the deadline accurate.
Necessary qualifications must survive a rewrite, especially when they change who or what the notice covers.
Audience and purpose determine which terms, explanations and actions the text needs.
CDC guidance warns that overreliance on readability formulas may remove important meaning without making text genuinely useful.
The rewrite changed a possibility into a guarantee, which alters the meaning.
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