{"id":3568,"date":"2026-09-20T03:44:25","date_gmt":"2026-09-20T10:44:25","guid":{"rendered":"https:\/\/frankmasotti.com\/insights\/?p=3568"},"modified":"2026-09-20T03:44:26","modified_gmt":"2026-09-20T10:44:26","slug":"why-plain-english-often-wins","status":"publish","type":"post","link":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/","title":{"rendered":"Why Plain English Often Wins"},"content":{"rendered":"<!--themify_builder_content-->\n<div id=\"themify_builder_content-3568\" data-postid=\"3568\" class=\"themify_builder_content themify_builder_content-3568 themify_builder tf_clear\">\n                    <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_qlgc711 tb_first tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_1 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col-full tb_wvcv711 first\">\n                    <!-- Breadcrumbs module -->\n<div  class=\"module module-breadcrumbs tb_qvgg962 \" data-lazy=\"1\">\n\t<nav role=\"navigation\" aria-label=\"Breadcrumbs\" class=\"tbp_breadcrumb_trail\"><ul class=\"tbp_trail_items\" itemscope itemtype=\"http:\/\/schema.org\/BreadcrumbList\"><meta name=\"numberOfItems\" content=\"1\" \/><meta name=\"itemListOrder\" content=\"Ascending\" \/><li itemprop=\"itemListElement\" itemscope itemtype=\"https:\/\/schema.org\/ListItem\" class=\"tbp_trail_item tbp_trail_end\"><a itemprop=\"item\" href=\"https:\/\/frankmasotti.com\/insights\/\" rel=\"home\"><span itemprop=\"name\">Home<\/span><\/a><meta itemprop=\"position\" content=\"1\" \/><\/li><\/ul><\/nav><\/div><!-- \/Breadcrumbs module -->\n<!-- module image -->\n<div  class=\"module module-image tb_l0l1211 image-center rounded drop-shadow  tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/Why-Plain-English-Often-Wins.webp\" class=\"wp-post-image wp-image-3569\" title=\"Why Plain English Often Wins\" alt=\"Why Plain English Often Wins\" srcset=\"https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/Why-Plain-English-Often-Wins.webp 640w, https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/Why-Plain-English-Often-Wins-300x169.webp 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/>    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image --><!-- module text -->\n<div  class=\"module module-text tb_pfv6490   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h2>Why Plain English Often Wins<\/h2>\n<p>If you have been told AI systems prefer plain writing, and you are wondering whether that means flattening work that is genuinely technical, here is the direct answer. Plain English wins because your prospect does not ask their question in your vocabulary. They ask in theirs. Before an AI system can put your business forward as the answer, it has to connect the words the customer used to the words you published, and every part of that connection you leave unwritten gets supplied by the model, from general knowledge of your category rather than knowledge of you.<\/p>\n<p>That is the whole mechanism. When your page already states your specialized work in the language an outsider would use, there is nothing left to bridge. When it does not, the bridge is built from industry averages, and those describe your competitors as well as they describe you.<\/p>\n<p>The word often in the title is doing real work, though. Plain is not the same as simple, and it is definitely not the same as generic. Written badly, plain becomes vague, and vague is its own failure.<\/p>\n<h2>The Question Arrives in the Customer&#8217;s Words<\/h2>\n<p>A homeowner does not ask an AI assistant who performs hydro jetting. They ask who can fix a drain that keeps backing up. A business owner does not ask for a firm handling nexus analysis. They ask whether they owe taxes in a state where they just hired someone. The question arrives in the language of the problem, because the person asking does not yet know the name of the solution.<\/p>\n<p>AI systems handle that gap by reformulating. One question becomes several internal searches, rephrased in different ways, each looking for material that answers part of it. The model is not hunting for your page. It is hunting for text that connects this problem to a provider, so the match happens in the customer&#8217;s vocabulary rather than yours. If your specialty appears only inside a term the customer has never typed, your page is not in that conversation. The model still answers, using what it knows about your category generally, which is the outcome described in <a href=\"https:\/\/frankmasotti.com\/insights\/how-ai-decides-what-your-business-is-known-for\/\">How AI Decides What Your Business Is Known For<\/a>. It leads with what it can confirm, and it can only confirm what somebody wrote down in terms it can attach to the question.<\/p>\n<h2>Expert Writing Fails the Same Test Marketing Writing Fails<\/h2>\n<p>Vague marketing copy fails because it never states a fact, a set of patterns I covered in <a href=\"https:\/\/frankmasotti.com\/insights\/why-ai-can-misread-marketing-language\/\">Why AI Can Misread Marketing Language<\/a>. Expert copy has the reverse problem. It states facts constantly, written by someone who knows the work cold. The trouble is that the information is encoded in a vocabulary shared by a few thousand people, most of whom are your competitors rather than your customers.<\/p>\n<p>Both produce the same result. The marketing page gives the model nothing specific to file. The technical page gives it something specific it cannot connect to any question a buyer would ask. One is empty, one is locked, and both come out as the category default.<\/p>\n<p>There is a trap inside this. Technical language signals expertise to a reader who already recognizes it, so the pages needing plain English most are usually the ones a business is proudest of. Nobody reviews their own specification page and thinks it is unclear. It is not unclear. It is unclear from outside, and <a href=\"https:\/\/frankmasotti.com\/insights\/why-ai-takes-your-words-literally\/\">AI is permanently outside<\/a>, with no relationship to your industry and no way to ask what something means.<\/p>\n<h2>Three Ways Precision Turns Into Silence<\/h2>\n<p><strong>Acronyms doing load bearing work.<\/strong> PM is project management, preventive maintenance, particulate matter, or property management, depending on who is reading. When an acronym carries a fact and the expansion appears nowhere near it, the model picks a reading silently. That is the fork described in <a href=\"https:\/\/frankmasotti.com\/insights\/ambiguous-sentences-create-ambiguous-ai-answers\/\">Ambiguous Sentences Create Ambiguous AI Answers<\/a>, sitting inside a single word, which is why <a href=\"https:\/\/frankmasotti.com\/insights\/why-definitions-matter\/\">definitions matter<\/a> more than they appear to. A definition written once on the page is a fact. One living only in your head is a gap.<\/p>\n<p><strong>Method names standing in for outcomes.<\/strong> Trenchless lateral replacement. Dry needling. A fixed asset study. Each is the correct professional term, and none tells a system matching a customer problem that this is what you do when a yard would otherwise be dug up, when a shoulder will not stop aching, or when a company wants to lower the tax bill on a building it already owns. The outcome is the searchable half, and it is the half most often left unwritten because it feels obvious to everyone in the room.<\/p>\n<p><strong>Proprietary names presented as descriptions.<\/strong> A named process or service tier reads to AI as a proper noun with no content. The Meridian Method tells a model nothing unless a plain sentence nearby says what it consists of. Branded naming is good business, but it cannot carry meaning alone, and when it is the headline, the property it was meant to establish never gets established, the pattern behind <a href=\"https:\/\/frankmasotti.com\/insights\/why-ai-may-recognize-your-business-but-misunderstand-its-specialty\/\">Why AI May Recognize Your Business but Misunderstand Its Specialty<\/a>.<\/p>\n<p>In all three cases nothing on the page is wrong. The information simply never becomes retrievable, and as covered in <a href=\"https:\/\/frankmasotti.com\/insights\/what-missing-information-can-reveal-about-ais-understanding-of-a-business\/\">What Missing Information Can Reveal About AI&#8217;s Understanding of a Business<\/a>, a gap does not stay a gap. It gets filled with what is typical for your category.<\/p>\n<h2>Where Plain English Stops Winning<\/h2>\n<p>Plain is not a setting you turn up until nothing is left.<\/p>\n<p>Your technical terms are your anchors. They separate a firm doing one specific thing from the thousand firms doing the general version of it. Strip them out for accessibility and you have a page that reads easily and identifies nobody. Compression does the same damage from the other direction, as covered in <a href=\"https:\/\/frankmasotti.com\/insights\/why-shorter-is-not-always-better\/\">Why Shorter Is Not Always Better<\/a>, because shortening a sentence usually means cutting the modifiers, and the modifiers are where your qualifying detail lives.<\/p>\n<p>So the pattern that wins is not replacement. It is pairing. Keep the precise term and state it plainly in the same breath, using the same words each time, because <a href=\"https:\/\/frankmasotti.com\/insights\/why-consistent-terminology-matters\/\">consistent terminology matters<\/a> as much as the plain version does. We perform trenchless lateral replacement, which repairs a broken sewer line under a yard without excavating it. One sentence. The expert reader gets the term proving you know the work. The model gets the link between your specialty and the question a homeowner will actually ask. Nothing was dumbed down. Something was made reachable.<\/p>\n<p>That is the division of labor described in <a href=\"https:\/\/frankmasotti.com\/insights\/why-clear-writing-beats-clever-writing-for-ai\/\">Why Clear Writing Beats Clever Writing for AI<\/a>, applied to a different register. There the competing instinct was personality. Here it is professionalism. Either way, the plain statement is what lets the rest of the writing count.<\/p>\n<h2>What the Translation Gap Costs<\/h2>\n<p>The cost lands on your best work rather than your weakest. The more specialized you are, the more of your value sits inside vocabulary, so the questions you are most qualified to win are the ones phrased furthest from your language. Your prospect is increasingly <a href=\"https:\/\/frankmasotti.com\/insights\/your-prospect-may-ask-ai-about-you-before-contacting-you\/\">asking before anything else happens<\/a>, and when the answer omits you, nothing registers on your side. No visit, no form, no bounce. A specialist quietly gets treated as a generalist, and the description arrives with full confidence, because <a href=\"https:\/\/frankmasotti.com\/insights\/why-ai-sometimes-sounds-certain-when-its-understanding-is-incomplete\/\">AI sounds certain whether or not its understanding is complete<\/a>.<\/p>\n<p>It is also uneven. Your website is one source among many, and <a href=\"https:\/\/frankmasotti.com\/insights\/how-ai-builds-a-picture-of-your-business-from-information-across-the-web\/\">AI builds its picture of your business from information across the web<\/a>, including directory listings and partner blurbs written in whatever words those people had. Because the three major systems weigh different material, <a href=\"https:\/\/frankmasotti.com\/insights\/all-ai-models-know-the-same-things-they-dont\/\">one model translating your specialty correctly tells you nothing about the other two<\/a>.<\/p>\n<h2>Finding Out Which Version of Your Vocabulary Landed<\/h2>\n<p>You cannot test this by rereading your own pages. You know what every term means, so every sentence looks clear, and the translation step you never wrote is invisible to the one person who could not possibly miss it. The only honest test is the output. That is what the <a href=\"https:\/\/frankmasotti.com\/how-it-works.html\">AI Business Understanding Report<\/a> documents. I question ChatGPT, Claude, and Gemini about your business the way a prospect would, in plain language rather than industry terms, and record what comes back: whether your specialty appears at all, whether it appears in words a customer would recognize, whether the models flattened you into your category, and where the three disagree. Then I trace those answers back toward what produced them, frequently a page that was precise and unreadable from outside at once.<\/p>\n<p>Plain English wins when it carries your precision to someone who does not have it yet. It stops winning the moment it replaces that precision. If you want to know which of those your writing has produced in the systems your prospects are already asking, <a href=\"https:\/\/frankmasotti.com\/order-now.html\">ordering a report<\/a> is how you find out.<\/p>\n    <\/div>\n<\/div>\n<!-- \/module text --><!-- module plain text -->\n<div  class=\"module module-plain-text tb_l47y602 \" data-lazy=\"1\">\n        <div class=\"tb_text_wrap\">\n    <script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@graph\": [\n    {\n      \"@type\": \"BlogPosting\",\n      \"@id\": \"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/#article\",\n      \"headline\": \"Why Plain English Often Wins\",\n      \"description\": \"Plain English helps AI connect specialized business expertise with the language customers actually use. Learn why technical terminology, acronyms, proprietary names, and expert vocabulary can create a translation gap, and why pairing precise terms with plain explanations makes specialized work easier for AI to retrieve and understand.\",\n      \"image\": {\n        \"@type\": \"ImageObject\",\n        \"url\": \"https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/Why-Plain-English-Often-Wins.webp\"\n      },\n      \"author\": {\n        \"@type\": \"Person\",\n        \"@id\": \"https:\/\/frankmasotti.com\/#frank-masotti\",\n        \"name\": \"Frank Masotti\",\n        \"url\": \"https:\/\/frankmasotti.com\/\"\n      },\n      \"publisher\": {\n        \"@type\": \"Person\",\n        \"@id\": \"https:\/\/frankmasotti.com\/#frank-masotti\",\n        \"name\": \"Frank Masotti\",\n        \"url\": \"https:\/\/frankmasotti.com\/\"\n      },\n      \"mainEntityOfPage\": {\n        \"@type\": \"WebPage\",\n        \"@id\": \"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/\"\n      },\n      \"url\": \"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/\",\n      \"inLanguage\": \"en-US\",\n      \"articleSection\": \"AI Business Understanding\",\n      \"keywords\": [\n        \"plain English for AI\",\n        \"AI business understanding\",\n        \"AI search\",\n        \"AI recommendations\",\n        \"AI content clarity\",\n        \"technical terminology\",\n        \"customer language\",\n        \"AI retrieval\",\n        \"business terminology\",\n        \"AI Business Understanding Report\"\n      ],\n      \"about\": [\n        {\n          \"@type\": \"Thing\",\n          \"name\": \"Artificial Intelligence\"\n        },\n        {\n          \"@type\": \"Thing\",\n          \"name\": \"AI Business Understanding\"\n        },\n        {\n          \"@type\": \"Thing\",\n          \"name\": \"Plain English\"\n        },\n        {\n          \"@type\": \"Thing\",\n          \"name\": \"Technical Terminology\"\n        },\n        {\n          \"@type\": \"Thing\",\n          \"name\": \"Information Retrieval\"\n        },\n        {\n          \"@type\": \"Thing\",\n          \"name\": \"Customer Language\"\n        }\n      ],\n      \"mentions\": [\n        {\n          \"@type\": \"SoftwareApplication\",\n          \"name\": \"ChatGPT\",\n          \"applicationCategory\": \"Artificial Intelligence\"\n        },\n        {\n          \"@type\": \"SoftwareApplication\",\n          \"name\": \"Claude\",\n          \"applicationCategory\": \"Artificial Intelligence\"\n        },\n        {\n          \"@type\": \"SoftwareApplication\",\n          \"name\": \"Gemini\",\n          \"applicationCategory\": \"Artificial Intelligence\"\n        },\n        {\n          \"@type\": \"Service\",\n          \"name\": \"Frank Masotti AI Business Understanding Report\",\n          \"url\": \"https:\/\/frankmasotti.com\/how-it-works.html\",\n          \"provider\": {\n            \"@id\": \"https:\/\/frankmasotti.com\/#frank-masotti\"\n          }\n        }\n      ]\n    },\n    {\n      \"@type\": \"Person\",\n      \"@id\": \"https:\/\/frankmasotti.com\/#frank-masotti\",\n      \"name\": \"Frank Masotti\",\n      \"url\": \"https:\/\/frankmasotti.com\/\",\n      \"jobTitle\": \"AI Business Understanding Analyst\"\n    }\n  ]\n}\n<\/script>    <\/div>\n<\/div>\n<!-- \/module plain text -->        <\/div>\n                        <\/div>\n        <\/div>\n        <\/div>\n<!--\/themify_builder_content-->","protected":false},"excerpt":{"rendered":"<p>Why Plain English Often Wins If you have been told AI systems prefer plain writing, and you are wondering whether that means flattening work that is genuinely technical, here is the direct answer. Plain English wins because your prospect does not ask their question in your vocabulary. They ask in theirs. Before an AI system [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16,5],"tags":[],"class_list":["post-3568","post","type-post","status-publish","format-standard","hentry","category-questions-and-answers","category-writing","has-post-title","has-post-date","has-post-category","has-post-tag","has-post-comment","has-post-author",""],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"Why Plain English Often Wins If you have been told AI systems prefer plain writing, and you are wondering whether that means flattening work that is genuinely technical, here is the direct answer. Plain English wins because your prospect does not ask their question in your vocabulary. They ask in theirs. Before an AI system\" \/>\n\t<meta name=\"robots\" content=\"max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n\t<meta name=\"author\" content=\"Frank Masotti\"\/>\n\t<meta name=\"keywords\" content=\"questions and answers,writing\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.1.1\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Frank Masotti AI Business Understanding Report -\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Why Plain English Often Wins - Frank Masotti AI Business Understanding Report\" \/>\n\t\t<meta property=\"og:description\" content=\"Why Plain English Often Wins If you have been told AI systems prefer plain writing, and you are wondering whether that means flattening work that is genuinely technical, here is the direct answer. Plain English wins because your prospect does not ask their question in your vocabulary. They ask in theirs. Before an AI system\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2026-09-20T10:44:25+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-09-20T10:44:26+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Why Plain English Often Wins - Frank Masotti AI Business Understanding Report\" \/>\n\t\t<meta name=\"twitter:description\" content=\"Why Plain English Often Wins If you have been told AI systems prefer plain writing, and you are wondering whether that means flattening work that is genuinely technical, here is the direct answer. Plain English wins because your prospect does not ask their question in your vocabulary. They ask in theirs. Before an AI system\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/why-plain-english-often-wins\\\/#blogposting\",\"name\":\"Why Plain English Often Wins - Frank Masotti AI Business Understanding Report\",\"headline\":\"Why Plain English Often Wins\",\"author\":{\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/author\\\/tfkt9gbesj3nwx2pcf5pf8nubpdtdny48jswy9zw3q3uw\\\/#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/wp-content\\\/uploads\\\/2026\\\/09\\\/Why-Plain-English-Often-Wins.webp\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/why-plain-english-often-wins\\\/#articleImage\",\"width\":640,\"height\":360,\"caption\":\"Why Plain English Often Wins\"},\"datePublished\":\"2026-09-20T03:44:25-07:00\",\"dateModified\":\"2026-09-20T03:44:26-07:00\",\"inLanguage\":\"en-US\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/why-plain-english-often-wins\\\/#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/why-plain-english-often-wins\\\/#webpage\"},\"articleSection\":\"Questions and Answers, Writing\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/why-plain-english-often-wins\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/frankmasotti.com\\\/insights\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/category\\\/writing\\\/#listItem\",\"name\":\"Writing\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/category\\\/writing\\\/#listItem\",\"position\":2,\"name\":\"Writing\",\"item\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/category\\\/writing\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/why-plain-english-often-wins\\\/#listItem\",\"name\":\"Why Plain English Often Wins\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/why-plain-english-often-wins\\\/#listItem\",\"position\":3,\"name\":\"Why Plain English Often Wins\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/category\\\/writing\\\/#listItem\",\"name\":\"Writing\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/#organization\",\"name\":\"Frank Masotti AI Business Understanding Report\",\"url\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/author\\\/tfkt9gbesj3nwx2pcf5pf8nubpdtdny48jswy9zw3q3uw\\\/#author\",\"url\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/author\\\/tfkt9gbesj3nwx2pcf5pf8nubpdtdny48jswy9zw3q3uw\\\/\",\"name\":\"Frank Masotti\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/why-plain-english-often-wins\\\/#authorImage\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/bd78773dc8ae2fd77438d5818c5d5b019f506d48703719ca2b6bc44442a9b403?s=96&d=mm&r=g\",\"width\":96,\"height\":96,\"caption\":\"Frank Masotti\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/why-plain-english-often-wins\\\/#webpage\",\"url\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/why-plain-english-often-wins\\\/\",\"name\":\"Why Plain English Often Wins - Frank Masotti AI Business Understanding Report\",\"description\":\"Why Plain English Often Wins If you have been told AI systems prefer plain writing, and you are wondering whether that means flattening work that is genuinely technical, here is the direct answer. Plain English wins because your prospect does not ask their question in your vocabulary. They ask in theirs. Before an AI system\",\"inLanguage\":\"en-US\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/why-plain-english-often-wins\\\/#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/author\\\/tfkt9gbesj3nwx2pcf5pf8nubpdtdny48jswy9zw3q3uw\\\/#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/author\\\/tfkt9gbesj3nwx2pcf5pf8nubpdtdny48jswy9zw3q3uw\\\/#author\"},\"datePublished\":\"2026-09-20T03:44:25-07:00\",\"dateModified\":\"2026-09-20T03:44:26-07:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/#website\",\"url\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/\",\"name\":\"Frank Masotti AI Business Understanding Report\",\"inLanguage\":\"en-US\",\"publisher\":{\"@id\":\"https:\\\/\\\/frankmasotti.com\\\/insights\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"Why Plain English Often Wins - Frank Masotti AI Business Understanding Report","description":"Why Plain English Often Wins If you have been told AI systems prefer plain writing, and you are wondering whether that means flattening work that is genuinely technical, here is the direct answer. Plain English wins because your prospect does not ask their question in your vocabulary. They ask in theirs. Before an AI system","canonical_url":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/","robots":"max-snippet:-1, max-image-preview:large, max-video-preview:-1","keywords":"questions and answers,writing","webmasterTools":{"miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/#blogposting","name":"Why Plain English Often Wins - Frank Masotti AI Business Understanding Report","headline":"Why Plain English Often Wins","author":{"@id":"https:\/\/frankmasotti.com\/insights\/author\/tfkt9gbesj3nwx2pcf5pf8nubpdtdny48jswy9zw3q3uw\/#author"},"publisher":{"@id":"https:\/\/frankmasotti.com\/insights\/#organization"},"image":{"@type":"ImageObject","url":"https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/Why-Plain-English-Often-Wins.webp","@id":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/#articleImage","width":640,"height":360,"caption":"Why Plain English Often Wins"},"datePublished":"2026-09-20T03:44:25-07:00","dateModified":"2026-09-20T03:44:26-07:00","inLanguage":"en-US","mainEntityOfPage":{"@id":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/#webpage"},"isPartOf":{"@id":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/#webpage"},"articleSection":"Questions and Answers, Writing"},{"@type":"BreadcrumbList","@id":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/frankmasotti.com\/insights#listItem","position":1,"name":"Home","item":"https:\/\/frankmasotti.com\/insights","nextItem":{"@type":"ListItem","@id":"https:\/\/frankmasotti.com\/insights\/category\/writing\/#listItem","name":"Writing"}},{"@type":"ListItem","@id":"https:\/\/frankmasotti.com\/insights\/category\/writing\/#listItem","position":2,"name":"Writing","item":"https:\/\/frankmasotti.com\/insights\/category\/writing\/","nextItem":{"@type":"ListItem","@id":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/#listItem","name":"Why Plain English Often Wins"},"previousItem":{"@type":"ListItem","@id":"https:\/\/frankmasotti.com\/insights#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/#listItem","position":3,"name":"Why Plain English Often Wins","previousItem":{"@type":"ListItem","@id":"https:\/\/frankmasotti.com\/insights\/category\/writing\/#listItem","name":"Writing"}}]},{"@type":"Organization","@id":"https:\/\/frankmasotti.com\/insights\/#organization","name":"Frank Masotti AI Business Understanding Report","url":"https:\/\/frankmasotti.com\/insights\/"},{"@type":"Person","@id":"https:\/\/frankmasotti.com\/insights\/author\/tfkt9gbesj3nwx2pcf5pf8nubpdtdny48jswy9zw3q3uw\/#author","url":"https:\/\/frankmasotti.com\/insights\/author\/tfkt9gbesj3nwx2pcf5pf8nubpdtdny48jswy9zw3q3uw\/","name":"Frank Masotti","image":{"@type":"ImageObject","@id":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/#authorImage","url":"https:\/\/secure.gravatar.com\/avatar\/bd78773dc8ae2fd77438d5818c5d5b019f506d48703719ca2b6bc44442a9b403?s=96&d=mm&r=g","width":96,"height":96,"caption":"Frank Masotti"}},{"@type":"WebPage","@id":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/#webpage","url":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/","name":"Why Plain English Often Wins - Frank Masotti AI Business Understanding Report","description":"Why Plain English Often Wins If you have been told AI systems prefer plain writing, and you are wondering whether that means flattening work that is genuinely technical, here is the direct answer. Plain English wins because your prospect does not ask their question in your vocabulary. They ask in theirs. Before an AI system","inLanguage":"en-US","isPartOf":{"@id":"https:\/\/frankmasotti.com\/insights\/#website"},"breadcrumb":{"@id":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/#breadcrumblist"},"author":{"@id":"https:\/\/frankmasotti.com\/insights\/author\/tfkt9gbesj3nwx2pcf5pf8nubpdtdny48jswy9zw3q3uw\/#author"},"creator":{"@id":"https:\/\/frankmasotti.com\/insights\/author\/tfkt9gbesj3nwx2pcf5pf8nubpdtdny48jswy9zw3q3uw\/#author"},"datePublished":"2026-09-20T03:44:25-07:00","dateModified":"2026-09-20T03:44:26-07:00"},{"@type":"WebSite","@id":"https:\/\/frankmasotti.com\/insights\/#website","url":"https:\/\/frankmasotti.com\/insights\/","name":"Frank Masotti AI Business Understanding Report","inLanguage":"en-US","publisher":{"@id":"https:\/\/frankmasotti.com\/insights\/#organization"}}]},"og:locale":"en_US","og:site_name":"Frank Masotti AI Business Understanding Report -","og:type":"article","og:title":"Why Plain English Often Wins - Frank Masotti AI Business Understanding Report","og:description":"Why Plain English Often Wins If you have been told AI systems prefer plain writing, and you are wondering whether that means flattening work that is genuinely technical, here is the direct answer. Plain English wins because your prospect does not ask their question in your vocabulary. They ask in theirs. Before an AI system","og:url":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/","article:published_time":"2026-09-20T10:44:25+00:00","article:modified_time":"2026-09-20T10:44:26+00:00","twitter:card":"summary_large_image","twitter:title":"Why Plain English Often Wins - Frank Masotti AI Business Understanding Report","twitter:description":"Why Plain English Often Wins If you have been told AI systems prefer plain writing, and you are wondering whether that means flattening work that is genuinely technical, here is the direct answer. Plain English wins because your prospect does not ask their question in your vocabulary. They ask in theirs. Before an AI system"},"aioseo_meta_data":{"post_id":"3568","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"focus_keyword":null,"additional_keywords":null,"truseo_locale":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_custom_url":null,"og_image_custom_fields":null,"og_image_url":null,"og_image_width":null,"og_image_height":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":true,"twitter_card":"default","twitter_image_type":"default","twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_image_url":null,"twitter_title":null,"twitter_description":null,"schema_type":"default","schema_type_options":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"limit_modified_date":false,"ai":{"faqs":[],"keyPoints":[],"schemas":[],"titles":[],"descriptions":[],"socialPosts":{"email":{"subject":"","preview":"","content":""},"linkedin":[],"twitter":[],"facebook":[],"instagram":[]}},"breadcrumb_settings":null,"seo_analyzer_scan_date":null,"created":"2026-09-20 10:43:51","updated":"2026-09-20 10:55:05"},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/frankmasotti.com\/insights\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/frankmasotti.com\/insights\/category\/writing\/\" title=\"Writing\">Writing<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tWhy Plain English Often Wins\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/frankmasotti.com\/insights"},{"label":"Writing","link":"https:\/\/frankmasotti.com\/insights\/category\/writing\/"},{"label":"Why Plain English Often Wins","link":"https:\/\/frankmasotti.com\/insights\/why-plain-english-often-wins\/"}],"builder_content":"<img src=\"https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/Why-Plain-English-Often-Wins.webp\" title=\"Why Plain English Often Wins\" alt=\"Why Plain English Often Wins\" srcset=\"https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/Why-Plain-English-Often-Wins.webp 640w, https:\/\/frankmasotti.com\/insights\/wp-content\/uploads\/2026\/09\/Why-Plain-English-Often-Wins-300x169.webp 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\n<h2>Why Plain English Often Wins<\/h2> <p>If you have been told AI systems prefer plain writing, and you are wondering whether that means flattening work that is genuinely technical, here is the direct answer. Plain English wins because your prospect does not ask their question in your vocabulary. They ask in theirs. Before an AI system can put your business forward as the answer, it has to connect the words the customer used to the words you published, and every part of that connection you leave unwritten gets supplied by the model, from general knowledge of your category rather than knowledge of you.<\/p> <p>That is the whole mechanism. When your page already states your specialized work in the language an outsider would use, there is nothing left to bridge. When it does not, the bridge is built from industry averages, and those describe your competitors as well as they describe you.<\/p> <p>The word often in the title is doing real work, though. Plain is not the same as simple, and it is definitely not the same as generic. Written badly, plain becomes vague, and vague is its own failure.<\/p> <h2>The Question Arrives in the Customer's Words<\/h2> <p>A homeowner does not ask an AI assistant who performs hydro jetting. They ask who can fix a drain that keeps backing up. A business owner does not ask for a firm handling nexus analysis. They ask whether they owe taxes in a state where they just hired someone. The question arrives in the language of the problem, because the person asking does not yet know the name of the solution.<\/p> <p>AI systems handle that gap by reformulating. One question becomes several internal searches, rephrased in different ways, each looking for material that answers part of it. The model is not hunting for your page. It is hunting for text that connects this problem to a provider, so the match happens in the customer's vocabulary rather than yours. If your specialty appears only inside a term the customer has never typed, your page is not in that conversation. The model still answers, using what it knows about your category generally, which is the outcome described in <a href=\"https:\/\/frankmasotti.com\/insights\/how-ai-decides-what-your-business-is-known-for\/\">How AI Decides What Your Business Is Known For<\/a>. It leads with what it can confirm, and it can only confirm what somebody wrote down in terms it can attach to the question.<\/p> <h2>Expert Writing Fails the Same Test Marketing Writing Fails<\/h2> <p>Vague marketing copy fails because it never states a fact, a set of patterns I covered in <a href=\"https:\/\/frankmasotti.com\/insights\/why-ai-can-misread-marketing-language\/\">Why AI Can Misread Marketing Language<\/a>. Expert copy has the reverse problem. It states facts constantly, written by someone who knows the work cold. The trouble is that the information is encoded in a vocabulary shared by a few thousand people, most of whom are your competitors rather than your customers.<\/p> <p>Both produce the same result. The marketing page gives the model nothing specific to file. The technical page gives it something specific it cannot connect to any question a buyer would ask. One is empty, one is locked, and both come out as the category default.<\/p> <p>There is a trap inside this. Technical language signals expertise to a reader who already recognizes it, so the pages needing plain English most are usually the ones a business is proudest of. Nobody reviews their own specification page and thinks it is unclear. It is not unclear. It is unclear from outside, and <a href=\"https:\/\/frankmasotti.com\/insights\/why-ai-takes-your-words-literally\/\">AI is permanently outside<\/a>, with no relationship to your industry and no way to ask what something means.<\/p> <h2>Three Ways Precision Turns Into Silence<\/h2> <p><strong>Acronyms doing load bearing work.<\/strong> PM is project management, preventive maintenance, particulate matter, or property management, depending on who is reading. When an acronym carries a fact and the expansion appears nowhere near it, the model picks a reading silently. That is the fork described in <a href=\"https:\/\/frankmasotti.com\/insights\/ambiguous-sentences-create-ambiguous-ai-answers\/\">Ambiguous Sentences Create Ambiguous AI Answers<\/a>, sitting inside a single word, which is why <a href=\"https:\/\/frankmasotti.com\/insights\/why-definitions-matter\/\">definitions matter<\/a> more than they appear to. A definition written once on the page is a fact. One living only in your head is a gap.<\/p> <p><strong>Method names standing in for outcomes.<\/strong> Trenchless lateral replacement. Dry needling. A fixed asset study. Each is the correct professional term, and none tells a system matching a customer problem that this is what you do when a yard would otherwise be dug up, when a shoulder will not stop aching, or when a company wants to lower the tax bill on a building it already owns. The outcome is the searchable half, and it is the half most often left unwritten because it feels obvious to everyone in the room.<\/p> <p><strong>Proprietary names presented as descriptions.<\/strong> A named process or service tier reads to AI as a proper noun with no content. The Meridian Method tells a model nothing unless a plain sentence nearby says what it consists of. Branded naming is good business, but it cannot carry meaning alone, and when it is the headline, the property it was meant to establish never gets established, the pattern behind <a href=\"https:\/\/frankmasotti.com\/insights\/why-ai-may-recognize-your-business-but-misunderstand-its-specialty\/\">Why AI May Recognize Your Business but Misunderstand Its Specialty<\/a>.<\/p> <p>In all three cases nothing on the page is wrong. The information simply never becomes retrievable, and as covered in <a href=\"https:\/\/frankmasotti.com\/insights\/what-missing-information-can-reveal-about-ais-understanding-of-a-business\/\">What Missing Information Can Reveal About AI's Understanding of a Business<\/a>, a gap does not stay a gap. It gets filled with what is typical for your category.<\/p> <h2>Where Plain English Stops Winning<\/h2> <p>Plain is not a setting you turn up until nothing is left.<\/p> <p>Your technical terms are your anchors. They separate a firm doing one specific thing from the thousand firms doing the general version of it. Strip them out for accessibility and you have a page that reads easily and identifies nobody. Compression does the same damage from the other direction, as covered in <a href=\"https:\/\/frankmasotti.com\/insights\/why-shorter-is-not-always-better\/\">Why Shorter Is Not Always Better<\/a>, because shortening a sentence usually means cutting the modifiers, and the modifiers are where your qualifying detail lives.<\/p> <p>So the pattern that wins is not replacement. It is pairing. Keep the precise term and state it plainly in the same breath, using the same words each time, because <a href=\"https:\/\/frankmasotti.com\/insights\/why-consistent-terminology-matters\/\">consistent terminology matters<\/a> as much as the plain version does. We perform trenchless lateral replacement, which repairs a broken sewer line under a yard without excavating it. One sentence. The expert reader gets the term proving you know the work. The model gets the link between your specialty and the question a homeowner will actually ask. Nothing was dumbed down. Something was made reachable.<\/p> <p>That is the division of labor described in <a href=\"https:\/\/frankmasotti.com\/insights\/why-clear-writing-beats-clever-writing-for-ai\/\">Why Clear Writing Beats Clever Writing for AI<\/a>, applied to a different register. There the competing instinct was personality. Here it is professionalism. Either way, the plain statement is what lets the rest of the writing count.<\/p> <h2>What the Translation Gap Costs<\/h2> <p>The cost lands on your best work rather than your weakest. The more specialized you are, the more of your value sits inside vocabulary, so the questions you are most qualified to win are the ones phrased furthest from your language. Your prospect is increasingly <a href=\"https:\/\/frankmasotti.com\/insights\/your-prospect-may-ask-ai-about-you-before-contacting-you\/\">asking before anything else happens<\/a>, and when the answer omits you, nothing registers on your side. No visit, no form, no bounce. A specialist quietly gets treated as a generalist, and the description arrives with full confidence, because <a href=\"https:\/\/frankmasotti.com\/insights\/why-ai-sometimes-sounds-certain-when-its-understanding-is-incomplete\/\">AI sounds certain whether or not its understanding is complete<\/a>.<\/p> <p>It is also uneven. Your website is one source among many, and <a href=\"https:\/\/frankmasotti.com\/insights\/how-ai-builds-a-picture-of-your-business-from-information-across-the-web\/\">AI builds its picture of your business from information across the web<\/a>, including directory listings and partner blurbs written in whatever words those people had. Because the three major systems weigh different material, <a href=\"https:\/\/frankmasotti.com\/insights\/all-ai-models-know-the-same-things-they-dont\/\">one model translating your specialty correctly tells you nothing about the other two<\/a>.<\/p> <h2>Finding Out Which Version of Your Vocabulary Landed<\/h2> <p>You cannot test this by rereading your own pages. You know what every term means, so every sentence looks clear, and the translation step you never wrote is invisible to the one person who could not possibly miss it. The only honest test is the output. That is what the <a href=\"https:\/\/frankmasotti.com\/how-it-works.html\">AI Business Understanding Report<\/a> documents. I question ChatGPT, Claude, and Gemini about your business the way a prospect would, in plain language rather than industry terms, and record what comes back: whether your specialty appears at all, whether it appears in words a customer would recognize, whether the models flattened you into your category, and where the three disagree. Then I trace those answers back toward what produced them, frequently a page that was precise and unreadable from outside at once.<\/p> <p>Plain English wins when it carries your precision to someone who does not have it yet. It stops winning the moment it replaces that precision. If you want to know which of those your writing has produced in the systems your prospects are already asking, <a href=\"https:\/\/frankmasotti.com\/order-now.html\">ordering a report<\/a> is how you find out.<\/p>\n","_links":{"self":[{"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/posts\/3568","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/comments?post=3568"}],"version-history":[{"count":3,"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/posts\/3568\/revisions"}],"predecessor-version":[{"id":3572,"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/posts\/3568\/revisions\/3572"}],"wp:attachment":[{"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/media?parent=3568"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/categories?post=3568"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/frankmasotti.com\/insights\/wp-json\/wp\/v2\/tags?post=3568"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}