{"id":6156,"date":"2025-08-06T10:45:14","date_gmt":"2025-08-06T14:45:14","guid":{"rendered":"https:\/\/beomniscient.com\/?p=6156"},"modified":"2026-03-18T15:22:49","modified_gmt":"2026-03-18T19:22:49","slug":"prompt-value","status":"publish","type":"post","link":"https:\/\/beomniscient.com\/blog\/prompt-value\/","title":{"rendered":"Prompt Volume"},"content":{"rendered":"\n<p>In the beginning was the keyword.&nbsp;<\/p>\n\n\n\n<p>The keyword \u2013 the atomic unit of intent, or so we told ourselves. Pop a phrase into Ahrefs, accept the monthly-search-volume (MSV) reading as gospel, and scaffold strategy from there.<\/p>\n\n\n\n<p>I remember when I first learned about Google\u2019s keyword planner. It was my first job out of college. Then I got access to Moz (SEOMoz at the time). What a whirlwind! I could see topics, and how many people were searching for them. No longer did I have to take a shot in the dark when it came to content and SEO planning.&nbsp;<\/p>\n\n\n\n<p>Except, we know that reality is a bit messier than that.&nbsp;<\/p>\n\n\n\n<p>Independent audits peg MSV error rates&nbsp;<a href=\"https:\/\/altitudemarketing.com\/blog\/search-volume-estimate-accuracy\/\" target=\"_blank\" rel=\"noreferrer noopener\">anywhere from 40% to 70% on low-volume B2B queries<\/a>. Toss in localization, seasonality, zero-click SERPs, and we were already sailing by a half-broken compass long before ChatGPT barged onto the deck.<\/p>\n\n\n\n<p>Yet the fiction endured because it was legible, and because legibility fuels the&nbsp;<a href=\"https:\/\/en.wikipedia.org\/wiki\/Fisherian_runaway\" target=\"_blank\" rel=\"noreferrer noopener\">Fisherian Runaway<\/a>&nbsp;of B2B content, or what I\u2019ve called&nbsp;<a href=\"https:\/\/beomniscient.com\/blog\/the-end-of-seo-book-reports\/\" target=\"_blank\" rel=\"noreferrer noopener\">SEO book reports<\/a>.&nbsp;&nbsp;<\/p>\n\n\n\n<p>If every marketer sees the same volume leaderboard, they chase the same terms, produce the same 4,000-word skyscrapers (adding a few floors with each competitive iteration), and congratulate each other on their \u201ccomprehensive\u201d guides while users nod off and append \u201creddit\u201d to their searches so they can find something honest and useful.&nbsp;<\/p>\n\n\n\n<p>We reached a collective tipping point over the past five years where the majority of marketers began to denigrate \u201cSEO content\u201d as banal, regurgitated, sea of sameness.&nbsp;<\/p>\n\n\n\n<p>However, I believe that\u2019s&nbsp;<a href=\"https:\/\/beomniscient.com\/blog\/boring-marketing-channels\/\" target=\"_blank\" rel=\"noreferrer noopener\">not an inherent trait of creating experiences or conten<\/a>t for users and their intent, but an emergent property of the data being too easy to pull, sort, copy, and converge into similar formats. Yes, the medium informs the message, but it doesn\u2019t necessitate mediocrity. No one needs another \u201cultimate guide to marketing automation.\u201d&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-from-queries-to-incantations-nbsp\"><strong>From queries to incantations&nbsp;<\/strong><\/h2>\n\n\n\n<p>Okay, so the world has changed. In the last few years, the search box started talking back.<\/p>\n\n\n\n<p>Where a prospect once typed&nbsp;<em>\u201cbest CRM for small businesses,\u201d<\/em>&nbsp;she now uploads a 14-page RFP and converses:<\/p>\n\n\n\n<p><em>\u201cI run a 21-person remote agency\u2026 $50k annual budget\u2026 must integrate with Slack and PandaDoc\u2026 show me options and revenue-forecast features.\u201d<\/em><\/p>\n\n\n\n<p>That\u2019s less of a keyword, and more of an&nbsp;<strong>incantation<\/strong>\u2014personalized, iterative, laced with private context. The output she receives is not ten blue links but a synthesized answer, cherry-picking documents, memory, and probability.<\/p>\n\n\n\n<p>Not to mention the messy middle that occurs within one\u2019s conversation with an AI \u2013 the small corrections, nudges, and iterations that get you closer to your ask.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201cActually, could you prioritize tools that are AI native?\u201d&nbsp;<\/li>\n\n\n\n<li>\u201cTell me more about [tool] and its biggest downsides. What do users complain about?\u201d&nbsp;<\/li>\n\n\n\n<li>Does [company A] have case studies that relate to [my industry]?<\/li>\n<\/ul>\n\n\n\n<p>Try modeling&nbsp;<em>that<\/em>&nbsp;with simple volume metrics. You\u2019ll spend quarters labeling sand grains while the tide comes in.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why chasing prompt volume would break us anyway<\/strong><\/h2>\n\n\n\n<p>Suppose, by some miracle, a vendor delivered \u201caccurate prompt volume,\u201d at least to the point of being useful. It may happen.&nbsp;<\/p>\n\n\n\n<p>We would likely do what we always do: sort descending, brief writers, reverse-engineer incumbents, crank up Clearscope. The sea of sameness would simply migrate from keywords to prompts, and the runaway would accelerate.<\/p>\n\n\n\n<p>Good riddance. The absence of reliable prompt numbers is a forcing function to centering strategy on the one thing that reliably creates value:&nbsp;<a href=\"https:\/\/beomniscient.com\/blog\/content-algo-user\/\" target=\"_blank\" rel=\"noreferrer noopener\">customers and their needs<\/a>.. It compels us to trade shallow pattern-matching for deeper levers: unique advantage, lived expertise, proprietary data, triangulated insight.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Where\u2019s the Alpha?<\/strong><\/h2>\n\n\n\n<p>Alpha hides where spreadsheets fear to tread: inside the messy, idiosyncratic contours of your strengths, weaknesses, opportunities, threats. (Yes, that stodgy SWOT you ignored in business school.)<\/p>\n\n\n\n<p><a href=\"https:\/\/beomniscient.com\/blog\/red-ocean-seo\/\" target=\"_blank\" rel=\"noreferrer noopener\"><em>MasterClass<\/em>&nbsp;broke into red-ocean SERPs<\/a>&nbsp;by wielding advantages only it owned: SME video snippets (and transcripts) from world class instructors, a product-led funnel, and a war chest for links and paid surround-sound.&nbsp;<\/p>\n\n\n\n<p>If you\u2019re launching yet another CRM, the useful question is never \u201cwhat high-volume term can we rank for?\u201d It\u2019s \u201cwhat can we do that HubSpot can\u2019t?\u201d Sometimes the answer lies outside search, until you earn the brand, links, and data to fight on that terrain.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Topics, keywords, and the keyword universe<\/strong><\/h2>\n\n\n\n<p>We switched from keywords to topics years ago.&nbsp;<\/p>\n\n\n\n<p>In our client work, we\u2019ll still often use head keywords as anchors for prioritization, namely because they are easy to communicate and understand and often present the broadest angle for coverage.&nbsp;<\/p>\n\n\n\n<p>But embedded and within a head term are dozens of secondary keywords, and now, voice of customer data and prompt data, synthesized to comprehensively answer buyer questions as well as provide the context and cues to get picked up beyond the phrase match head term. And that\u2019s within a page; a page also exists in a broader ecosystem of topic themes that branch across various questions and customer journey stages, ultimately mapping towards entities and authority.&nbsp;<\/p>\n\n\n\n<p>I think most SEOs have at least implicitly made this shift.&nbsp;<\/p>\n\n\n\n<p>HubSpot \u2013 who has since deleted the post, but your author has a strangely precise memory \u2013&nbsp;<a href=\"https:\/\/www.anumhussain.com\/presentations\/topics-over-keywords\" target=\"_blank\" rel=\"noreferrer noopener\">wrote around 2015-2016<\/a>&nbsp;that one should prioritize \u201ctopics over keywords.\u201d Thus, pillars, clusters, and content hubs aimed at building topical authority.&nbsp;<\/p>\n\n\n\n<p>This shift far preceded LLMs, which have only accelerated the need for a new model.&nbsp;<\/p>\n\n\n\n<p>Very recently, Kevin Indig wrote a big guide about this titled,&nbsp;<a href=\"https:\/\/www.growth-memo.com\/p\/universe\" target=\"_blank\" rel=\"noreferrer noopener\">\u201cKeywords are dead. But the Keyword Universe Isn\u2019t.\u201d&nbsp;<\/a><\/p>\n\n\n\n<p>This model also effectively roots itself in customer research and voice of customer phrases:<br><br><em>\u201cA Keyword Universe is a big pool of language your target audience uses when they search that will help them find you. It surfaces the most important queries and phrases (ie, keywords) at the top and lives in a spreadsheet or database, like BigQuery.<\/em><\/p>\n\n\n\n<p><em>Instead of hyperfocusing on specific keywords or doing a keyword sprint every so often, you need to build a keyword universe that you\u2019ll explore and conquer across your site over time.\u201d<\/em><\/p>\n\n\n\n<p>Whatever model (or models) the industry converges upon, it\u2019s obvious that the model built upon single keywords \u2013 each aligned with difficulties and broad user intents \u2013 is declining in utility as well as accuracy.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Triangulation: The Ikigai of SEO<\/strong><\/h2>\n\n\n\n<p>Is keyword data useless? No. If we get good prompt data, would I ignore it? Also, no.&nbsp;<\/p>\n\n\n\n<p>It\u2019s still a valid data point, but it needs to be incorporated into a broader framework that includes your customers\u2019 undermet needs and your unique product or service advantages.&nbsp;<\/p>\n\n\n\n<p>We run every client through a three-circle Venn: buyer, product, and channel. Where they overlap lies content worth making.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Buyer research<\/strong>&nbsp;\u2013 Interviews, call transcripts, Reddit threads, Slack groups.<\/li>\n\n\n\n<li><strong>Product&nbsp;<\/strong>\u2013 features, utilities, comparative advantage, jobs-to-be-done, categories.&nbsp;<\/li>\n\n\n\n<li><strong>Channel data<\/strong>&nbsp;\u2013 Keywords, prompts, questions, intent, CPC, volume, etc.<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"756\" height=\"700\" data-src=\"https:\/\/beomniscient.com\/wp-content\/uploads\/image-158.png\" alt=\"\" class=\"wp-image-6159 lazyload\" data-srcset=\"https:\/\/beomniscient.com\/wp-content\/uploads\/image-158.png 756w, https:\/\/beomniscient.com\/wp-content\/uploads\/image-158-300x278.png 300w\" data-sizes=\"(max-width: 756px) 100vw, 756px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 756px; --smush-placeholder-aspect-ratio: 756\/700;\" \/><\/figure>\n\n\n\n<p>No single dataset dictates the roadmap; the composite does. That is&nbsp;<a href=\"https:\/\/beomniscient.com\/blog\/the-ikigai-of-seo\/\" target=\"_blank\" rel=\"noreferrer noopener\">your&nbsp;<strong>ikigai<\/strong>,<\/a>&nbsp;your defensible core.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Practical Playbook (Reader\u2019s Digest Version)<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Interview a handful of customers<\/strong>&nbsp;this quarter. Extract exact language; feed it to your topic model. CustomGPTs are very useful here.&nbsp;<\/li>\n\n\n\n<li><strong>Audit your unfair assets<\/strong>. Internal data, SMEs, contrarian worldview, unique go-to-market advantages. Choose one to index your organic strategy on..<\/li>\n\n\n\n<li><strong>Map the messy middle<\/strong>: list the 10\u201315 third-party surfaces influencing your deal cycles and design a Surround-Sound sprint.<\/li>\n\n\n\n<li><strong>Ship a costly signal<\/strong>. Think beyond keyword and topic arbitrage and launch something interesting. A mini-doc, a benchmark study, a founder-filmed teardown. Get people talking.&nbsp;<\/li>\n\n\n\n<li><strong>Let MSV reports trail the convoy,<\/strong>&nbsp;not lead it. They still help size bets, but only after steps 1-4 give them meaning.<\/li>\n<\/ol>\n\n\n\n<p>Want more insights like this?\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/iamalexbirkett\/\" target=\"_blank\" rel=\"noreferrer noopener\"><a href=\"https:\/\/beomniscient.com\/newsletter\/\" target=\"_blank\" rel=\"noreferrer noopener\">Subscribe to Field Notes<\/a><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In the beginning was the keyword.&nbsp; The keyword \u2013 the&#8230;<\/p>\n","protected":false},"author":3,"featured_media":6706,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[184,25],"tags":[],"wf_post_folders":[],"class_list":{"0":"post-6156","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-field-notes","8":"category-seo"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Prompt Volume - Omniscient Digital<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/beomniscient.com\/blog\/prompt-value\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Prompt Volume\" \/>\n<meta property=\"og:description\" content=\"In the beginning was the keyword.&nbsp; The keyword \u2013 the atomic unit of intent, or so we told ourselves. 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