{"id":13596,"date":"2021-10-01T11:17:58","date_gmt":"2021-10-01T11:17:58","guid":{"rendered":"https:\/\/pmproofreading.com\/?p=13596"},"modified":"2026-03-22T19:44:41","modified_gmt":"2026-03-22T19:44:41","slug":"ai-machine-vs-human-proofreaders-and-editors","status":"publish","type":"post","link":"https:\/\/pmproofreading.com\/fr\/ai-machine-vs-human-proofreaders-and-editors\/","title":{"rendered":"Machines IA contre correcteurs et \u00e9diteurs humains"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_88 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/pmproofreading.com\/fr\/ai-machine-vs-human-proofreaders-and-editors\/#What_AI_Tools_Do_Well\" >What AI Tools Do Well<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/pmproofreading.com\/fr\/ai-machine-vs-human-proofreaders-and-editors\/#What_AI_Tools_Cannot_Do_Reliably\" >What AI Tools Cannot Do Reliably<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/pmproofreading.com\/fr\/ai-machine-vs-human-proofreaders-and-editors\/#What_About_LLMs_ChatGPT_Claude_Gemini\" >What About LLMs (ChatGPT, Claude, Gemini)?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/pmproofreading.com\/fr\/ai-machine-vs-human-proofreaders-and-editors\/#What_Human_Editors_Do_That_AI_Cannot\" >What Human Editors Do That AI Cannot<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/pmproofreading.com\/fr\/ai-machine-vs-human-proofreaders-and-editors\/#The_Optimal_Workflow_AI_First_Human_Last\" >The Optimal Workflow: AI First, Human Last<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/pmproofreading.com\/fr\/ai-machine-vs-human-proofreaders-and-editors\/#Further_Reading\" >Further Reading<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/pmproofreading.com\/fr\/ai-machine-vs-human-proofreaders-and-editors\/#Frequently_Asked_Questions\" >Frequently Asked Questions<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/pmproofreading.com\/fr\/ai-machine-vs-human-proofreaders-and-editors\/#Can_Grammarly_replace_a_human_editor_for_academic_manuscripts\" >Can Grammarly replace a human editor for academic manuscripts?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/pmproofreading.com\/fr\/ai-machine-vs-human-proofreaders-and-editors\/#Will_using_AI_tools_to_edit_my_manuscript_trigger_Turnitin_AI_detection\" >Will using AI tools to edit my manuscript trigger Turnitin AI detection?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/pmproofreading.com\/fr\/ai-machine-vs-human-proofreaders-and-editors\/#What_does_a_professional_academic_editor_check_that_AI_does_not\" >What does a professional academic editor check that AI does not?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/pmproofreading.com\/fr\/ai-machine-vs-human-proofreaders-and-editors\/#Should_I_use_AI_tools_before_or_after_professional_editing\" >Should I use AI tools before or after professional editing?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<div id=\"bsf_rt_marker\"><\/div><p><!-- KEY TAKEAWAYS --><\/p>\n<div style=\"background:#f0f9ff; border-left:4px solid #1B4FD8; border-radius:8px; padding:24px 28px; margin-bottom:32px; font-family:-apple-system,sans-serif;\">\n<p style=\"margin:0 0 14px 0; font-weight:700; font-size:16px; color:#1e293b;\">Key Takeaways<\/p>\n<ul style=\"margin:0; padding-left:20px; color:#334155; font-size:14px; line-height:1.9;\">\n<li>AI grammar tools (Grammarly, LanguageTool, Word&#8217;s built-in checker) are useful for catching surface-level errors: spelling, punctuation, subject-verb agreement, and missing articles.<\/li>\n<li>AI tools cannot reliably evaluate logical flow, argument coherence, discipline-specific terminology, the appropriateness of hedging language, or whether a sentence is clear to a reader unfamiliar with your research.<\/li>\n<li>LLMs like ChatGPT and Claude can rephrase sentences and suggest improvements, but their output needs careful verification for accuracy, tone, and unintended meaning changes.<\/li>\n<li>The most effective workflow combines AI tools as a first pass with professional human editing as the final quality check before submission.<\/li>\n<li><a href=\"https:\/\/pmproofreading.com\/academic-proofreading-editing\/\" style=\"color:#1B4FD8;\">PM Proofreading<\/a> combines AI-assisted efficiency with expert human editors who hold postgraduate degrees in relevant disciplines.<\/li>\n<\/ul>\n<\/div>\n<p>The question is no longer whether AI can proofread academic manuscripts. It can, to a degree. Grammarly catches missing commas. LanguageTool flags passive voice overuse. ChatGPT can rephrase an awkward sentence. The real question is: where does AI editing stop being useful and start being risky?<\/p>\n<p>For academic researchers, particularly non-native English speakers preparing manuscripts for journal submission, the answer matters. A grammar tool that changes &#8220;the data were analysed&#8221; to &#8220;the data was analysed&#8221; has introduced an error, not fixed one (in most academic style guides, &#8220;data&#8221; is plural). An LLM that rephrases your methodology section for clarity might subtly change the meaning of a procedural step. These are not hypothetical risks. They happen routinely.<\/p>\n<p>This guide compares AI editing tools and human editors across the dimensions that matter for academic manuscripts, and explains why the most effective approach uses both.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_AI_Tools_Do_Well\"><\/span>What AI Tools Do Well<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI grammar-checking tools are effective at catching a specific category of errors: mechanical errors that follow clear, rule-based patterns.<\/p>\n<p>Spelling errors and typos are caught with near-perfect accuracy. Basic punctuation errors (missing commas after introductory clauses, missing periods, incorrect semicolon usage) are reliably flagged. Common subject-verb agreement errors are detected, particularly in simple sentences. Missing or incorrect articles (a, an, the) are flagged with reasonable accuracy, though false positives are common. Passive voice overuse is flagged, and active-voice alternatives are suggested.<\/p>\n<p>For these categories, AI tools are fast, consistent, and available at any time. Running Grammarly or LanguageTool as a first pass before professional editing is a practical step that catches the low-hanging errors and lets the human editor focus on higher-level issues.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_AI_Tools_Cannot_Do_Reliably\"><\/span>What AI Tools Cannot Do Reliably<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The limitations of AI editing become apparent as soon as the errors involve context, meaning, or discipline-specific conventions.<\/p>\n<p><strong>Logical coherence.<\/strong> AI cannot tell you that your discussion section contradicts your results, that your conclusion introduces a claim not supported by your data, or that the transition between two paragraphs is missing. These are structural issues that require understanding the content of your research, not just the grammar of your sentences.<\/p>\n<p><strong>Discipline-specific terminology.<\/strong> AI tools do not know whether &#8220;significance&#8221; in your manuscript refers to statistical significance or general importance. They do not know that &#8220;positive&#8221; in medical research has a specific clinical meaning. They will sometimes flag correct technical terms as errors or suggest inappropriate replacements.<\/p>\n<p><strong>Hedging and academic tone.<\/strong> Academic English requires careful hedging: &#8220;the results suggest&#8221; rather than &#8220;the results prove,&#8221; &#8220;it is possible that&#8221; rather than &#8220;it is certain that.&#8221; AI tools sometimes remove hedging language or replace it with more direct alternatives, which can make your claims stronger than your evidence supports. A reviewer who reads &#8220;the results clearly demonstrate&#8221; in a study with 30 participants will question your understanding of statistical limitations.<\/p>\n<p><strong>Consistency across a long document.<\/strong> A thesis or long manuscript has internal conventions: how abbreviations are introduced, which tense is used in which section, how figures are referenced. AI tools check sentences individually. They do not cross-reference Chapter 1 against Chapter 5 to check whether you defined the same abbreviation differently.<\/p>\n<p><strong>Cultural and stylistic nuance.<\/strong> A human editor recognises when a sentence is grammatically correct but reads awkwardly to a native English speaker. They recognise when the tone is too informal for a journal submission or too stiff for readability. AI tools flag rule violations. Human editors improve readability.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_About_LLMs_ChatGPT_Claude_Gemini\"><\/span>What About LLMs (ChatGPT, Claude, Gemini)?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Large language models are a step beyond rule-based grammar checkers. They can rephrase sentences, restructure paragraphs, suggest alternative wordings, and even generate summaries. For researchers, they can be useful for brainstorming, outlining, and getting past writer&#8217;s block.<\/p>\n<p>However, LLMs introduce a new risk: they change meaning. An LLM that rephrases &#8220;the treatment was administered over a 12-week period&#8221; to &#8220;treatment lasted approximately three months&#8221; has changed a precise measurement to an approximation. In a methodology section, this matters. LLM suggestions must be verified sentence by sentence, which often takes as long as writing the sentence yourself.<\/p>\n<p>LLMs can also trigger <a href=\"https:\/\/pmproofreading.com\/fr\/why-humanizing-ai-generated-academic-text-is-essential-for-researchers\/\">AI detection<\/a> tools. If you use ChatGPT to rewrite sections of your manuscript, Turnitin&#8217;s AI detection may flag the text. This creates problems for journal submissions and thesis submissions at universities that use AI detection. PM Proofreading&#8217;s <a href=\"https:\/\/pmproofreading.com\/academic-ai-humanizing\/\">AI humanizing service<\/a> addresses this by rewriting AI-generated text to read naturally while preserving the original meaning.<\/p>\n<p>For a practical guide on using LLMs effectively in your research workflow, see our <a href=\"https:\/\/pmproofreading.com\/llm-prompting-guide-for-researchers-chatgpt-claude-and-gemini\/\">LLM prompting guide for researchers<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_Human_Editors_Do_That_AI_Cannot\"><\/span>What Human Editors Do That AI Cannot<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>A professional academic editor reads your manuscript the way a reviewer would. They evaluate whether the argument makes sense, whether the writing is clear to someone who has not spent months inside your research, and whether the language meets the conventions of your discipline and target journal.<\/p>\n<p>Specifically, a human editor restructures unclear sentences while preserving technical accuracy, ensures consistency of terminology, abbreviations, and formatting across the entire manuscript, adjusts hedging language to match the strength of your evidence, improves transitions between paragraphs and sections, catches errors of meaning that grammar tools miss (e.g., &#8220;the participants were not significant&#8221; when you meant &#8220;the difference between groups was not significant&#8221;), and formats <a href=\"https:\/\/pmproofreading.com\/fr\/academic-citations-and-references-a-complete-guide\/\">citations and references<\/a> to match the journal&#8217;s style guide.<\/p>\n<p>At <a href=\"https:\/\/pmproofreading.com\/fr\/\">PM Proofreading<\/a>, every manuscript is edited by a subject-matter expert with a postgraduate degree in a relevant field. This means the editor understands your content, not just your grammar. They know whether &#8220;principal component analysis&#8221; and &#8220;principle component analysis&#8221; are the same thing (they are not). They know that &#8220;significant&#8221; in a results section needs a p-value.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Optimal_Workflow_AI_First_Human_Last\"><\/span>The Optimal Workflow: AI First, Human Last<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The most efficient approach is a two-stage workflow. Use AI tools as a first pass to catch surface-level errors. This saves time and ensures the human editor can focus on the issues that matter most: clarity, coherence, tone, and accuracy.<\/p>\n<p>Stage 1: Run Grammarly or LanguageTool on your manuscript. Accept the corrections that are clearly right (spelling errors, obvious punctuation). Reject any suggestion that changes meaning or removes hedging language. This takes 30 to 60 minutes for a typical journal paper.<\/p>\n<p>Stage 2: Submit the cleaned manuscript to a professional editing <a href=\"https:\/\/pmproofreading.com\/fr\/inquire\/\">service<\/a>. The human editor works on a manuscript that is already free of basic errors, which allows them to focus entirely on higher-level improvements. The result is a polished, publication-ready manuscript.<\/p>\n<p style=\"background:#eff6ff; padding:16px 22px; border-radius:8px; font-size:14px; line-height:1.7; margin:28px 0;\">\n  <strong>Ready for professional editing?<\/strong> <a href=\"https:\/\/pmproofreading.com\/academic-proofreading-editing\/\" style=\"color:#1B4FD8; font-weight:600;\">PM Proofreading&#8217;s journal editing service<\/a> combines expert human editing with the efficiency of modern tools. Every order includes tracked changes and a free <a href=\"https:\/\/pmproofreading.com\/language-editing-certificate\/\" style=\"color:#1B4FD8; font-weight:600;\">language editing certificate<\/a>. <a href=\"https:\/\/pmproofreading.com\/inquire\/\" style=\"color:#1B4FD8; font-weight:600;\">Upload your manuscript and get a quote.<\/a>\n<\/p>\n<hr>\n<h2><span class=\"ez-toc-section\" id=\"Further_Reading\"><\/span>Further Reading<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/pmproofreading.com\/why-humanizing-ai-generated-academic-text-is-essential-for-researchers\/\">Why Humanizing AI-Generated Academic Text Is Essential for Researchers<\/a><\/li>\n<li><a href=\"https:\/\/pmproofreading.com\/llm-prompting-guide-for-researchers-chatgpt-claude-and-gemini\/\">LLM Prompting Guide for Researchers<\/a><\/li>\n<li><a href=\"https:\/\/pmproofreading.com\/10-proofreading-and-editing-tips-for-your-academic-writing\/\">10 Proofreading and Editing Tips for Your Academic Writing<\/a><\/li>\n<li><a href=\"https:\/\/pmproofreading.com\/academic-editing-and-proofreading-guide-for-non-native-researchers\/\">Academic Editing and Proofreading Guide for Non-Native Researchers<\/a><\/li>\n<\/ul>\n<hr>\n<h2><span class=\"ez-toc-section\" id=\"Frequently_Asked_Questions\"><\/span>Frequently Asked Questions<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Can_Grammarly_replace_a_human_editor_for_academic_manuscripts\"><\/span>Can Grammarly replace a human editor for academic manuscripts?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>No. Grammarly is effective for catching surface-level errors like spelling, punctuation, and basic grammar. It cannot evaluate logical coherence, discipline-specific terminology, hedging language, or consistency across a long document. Use it as a first pass to clean up basic errors, then submit to a professional editor for the higher-level improvements that determine whether your manuscript is publication-ready.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Will_using_AI_tools_to_edit_my_manuscript_trigger_Turnitin_AI_detection\"><\/span>Will using AI tools to edit my manuscript trigger Turnitin AI detection?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>If you use an LLM like ChatGPT to substantially rewrite sections of your manuscript, Turnitin&#8217;s AI detection may flag that text. Grammar-checking tools like Grammarly do not typically trigger AI detection because they make targeted corrections rather than generating new text. If AI detection is a concern, PM Proofreading&#8217;s <a href=\"https:\/\/pmproofreading.com\/academic-ai-humanizing\/\">AI humanizing service<\/a> rewrites AI-generated text to read naturally.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"What_does_a_professional_academic_editor_check_that_AI_does_not\"><\/span>What does a professional academic editor check that AI does not?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>A professional editor evaluates argument coherence, clarity for the intended audience, consistency of terminology and formatting across the full document, appropriateness of academic tone and hedging language, accuracy of discipline-specific terms, and adherence to the target journal&#8217;s style guide. These are contextual judgments that require understanding the content, not just the grammar.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Should_I_use_AI_tools_before_or_after_professional_editing\"><\/span>Should I use AI tools before or after professional editing?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Before. Run AI grammar tools as a first pass to catch obvious errors. This lets the human editor focus on higher-level issues like clarity, coherence, and academic tone. Submitting a manuscript that is already clean of basic errors results in a more thorough and efficient professional edit.<\/p>\n<p><script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [\n    {\"@type\": \"Question\", \"name\": \"Can Grammarly replace a human editor for academic manuscripts?\", \"acceptedAnswer\": {\"@type\": \"Answer\", \"text\": \"No. Grammarly catches surface-level errors but cannot evaluate coherence, terminology, hedging, or consistency. Use it as a first pass before professional editing.\"}},\n    {\"@type\": \"Question\", \"name\": \"Will using AI tools to edit my manuscript trigger Turnitin AI detection?\", \"acceptedAnswer\": {\"@type\": \"Answer\", \"text\": \"LLM rewriting may trigger AI detection. Grammar checkers like Grammarly typically do not. 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AI tools cannot reliably evaluate logical flow, argument coherence, discipline-specific terminology, the appropriateness of hedging language, or whether a sentence is clear to a reader unfamiliar with your research. 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