{"id":110328,"date":"2026-01-13T16:34:48","date_gmt":"2026-01-13T16:34:48","guid":{"rendered":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/"},"modified":"2026-01-13T16:36:05","modified_gmt":"2026-01-13T16:36:05","slug":"how-much-can-we-influence-ai-responses","status":"publish","type":"post","link":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/","title":{"rendered":"How Much Can We Influence AI Responses?"},"content":{"rendered":"<p> <a href=\"https:\/\/go.fiverr.com\/visit\/?bta=1052423&nci=17043\" Target=\"_Top\"><img loading=\"lazy\" decoding=\"async\" border=\"0\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/fiverr.ck-cdn.com\/tn\/serve\/?cid=40081059\"  width=\"601\" height=\"201\"><\/a>\n<\/p>\n<div id=\"narrow-cont\">\n<p>Proper now, we\u2019re coping with a search panorama that&#8217;s each unstable in affect and dangerously simple to govern. We maintain asking  affect AI solutions \u2013 with out acknowledging that LLM outputs are probabilistic by design.<\/p>\n<p>In right now\u2019s memo, I\u2019m protecting:<\/p>\n<ul>\n<li>Why LLM visibility is a volatility downside.<\/li>\n<li>What new analysis proves about how simply AI solutions could be manipulated.<\/li>\n<li>Why this units up the identical arms race Google already fought.<\/li>\n<\/ul>\n<figure id=\"attachment_564908\" class=\"wp-caption aligncenter\" style=\"width: 1536px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/ai-responses-273.jpg\" alt=\"\" width=\"1536\" height=\"1024\" class=\"size-full wp-image-564908\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/ai-responses-273-384x256.jpg 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/ai-responses-273-425x283.jpg 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/ai-responses-273-480x320.jpg 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/ai-responses-273-680x453.jpg 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/ai-responses-273-768x512.jpg 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/ai-responses-273-850x567.jpg 850w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/ai-responses-273-1024x683.jpg 1024w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/ai-responses-273-1280x720.jpg 1280w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/ai-responses-273-1300x680.jpg 1300w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/ai-responses-273.jpg 1536w\" data-sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Kevin Indig<\/figcaption><\/figure>\n<h2>1. Influencing AI Solutions Is Potential However Unstable<\/h2>\n<p>Final week, I revealed a listing of <a href=\"https:\/\/www.growth-memo.com\/p\/state-of-ai-search-optimization-2026\" rel=\"noopener\" target=\"_blank\">AI visibility factors<\/a>; levers that develop your illustration in LLM responses. The article received lots of consideration as a result of all of us love a superb record of techniques that drive outcomes.<\/p>\n<p>However we don\u2019t have a crisp reply to the query, \u201cHow a lot can we truly affect the outcomes?\u201d<\/p>\n<p>There are seven good the reason why the probabilistic nature of LLMs would possibly make it onerous to affect their solutions:<\/p>\n<ol>\n<li><strong>Lottery-style outputs.<\/strong> LLMs (probabilistic) aren&#8217;t engines like google (deterministic). Solutions fluctuate lots on the micro-level (single prompts).<\/li>\n<li><strong>Inconsistency.<\/strong> AI solutions aren&#8217;t constant. Whenever you run the identical immediate 5 occasions, solely <a href=\"https:\/\/www.airops.com\/report\/how-citations-mentions-impact-visibility-in-ai-search\" rel=\"noopener\" target=\"_blank\">20%<\/a>\u00a0of manufacturers present up persistently.<\/li>\n<li><strong>Fashions have a bias (which Dan Petrovic calls \u201cMain Bias\u201d) primarily based on pre-training information.<\/strong> How a lot we&#8217;re in a position to affect or overcome that pre-training bias is unclear.<\/li>\n<li><strong>Fashions evolve.<\/strong> ChatGPT has turn into lots smarter when evaluating 3.5 to five.2. Do \u201coutdated\u201d techniques nonetheless work? How will we make sure that techniques nonetheless work for brand spanking new fashions?<\/li>\n<li><strong>Fashions fluctuate.<\/strong> Fashions weigh sources <a href=\"https:\/\/www.semrush.com\/blog\/ai-mode-comparison-study\/\" rel=\"nofollow noopener\" target=\"_blank\">differently<\/a>\u00a0for coaching and internet retrieval. For instance, ChatGPT leans heavier on Wikipedia whereas AI Overviews cite Reddit <a href=\"https:\/\/www.tryprofound.com\/blog\/ai-platform-citation-patterns\" rel=\"noopener\" target=\"_blank\">more<\/a>.<\/li>\n<li><strong>Personalization.<\/strong> Gemini may need extra entry to your private information by way of Google Workspace than ChatGPT and, due to this fact, provide you with way more personalised outcomes. Fashions may also fluctuate within the diploma to which they permit personalization.<\/li>\n<li><strong>Extra context.<\/strong> Customers reveal a lot richer context about what they need with lengthy prompts, so the set of doable solutions is way smaller, and due to this fact more durable to affect.<\/li>\n<\/ol>\n<h2>2. Analysis: LLM Visibility Is Straightforward To Recreation<\/h2>\n<p>A model new paper from Columbia College by Bagga et al. titled \u201c<a href=\"https:\/\/arxiv.org\/pdf\/2511.20867\" rel=\"noopener\" target=\"_blank\">E-GEO: A Testbed for Generative Engine Optimization in E-Commerce<\/a>\u201d reveals simply how a lot we are able to affect AI solutions.<\/p>\n<figure id=\"attachment_564906\" class=\"wp-caption aligncenter\" style=\"width: 1282px\"><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/llm-visibility-648.png\" alt=\"\" width=\"1282\" height=\"767\" class=\"size-full wp-image-564906\" data-srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/llm-visibility-648-384x230.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/llm-visibility-648-425x254.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/llm-visibility-648-480x287.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/llm-visibility-648-680x407.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/llm-visibility-648-768x459.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/llm-visibility-648-850x509.png 850w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/llm-visibility-648-1024x613.png 1024w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/llm-visibility-648-1280x720.png 1280w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/01\/llm-visibility-648.png 1282w\" data-sizes=\"auto, (max-width: 1282px) 100vw, 1282px\" loading=\"lazy\"\/><figcaption class=\"wp-caption-text\">Picture Credit score: Kevin Indig<\/figcaption><\/figure>\n<p>The methodology:<\/p>\n<ul>\n<li>The authors constructed the \u201cE-GEO Testbed,\u201d a dataset and analysis framework that pairs over 7,000 actual product queries (sourced from Reddit) with over 50,000 Amazon product listings and evaluates how totally different rewriting methods enhance a product\u2019s AI Visibility when proven to an LLM (GPT-4o).<\/li>\n<li>The system measures efficiency by evaluating a product\u2019s AI Visibility earlier than and after its description is rewritten (utilizing AI).<\/li>\n<li>The simulation is pushed by two distinct AI brokers and a management group:\n<ul>\n<li><strong>\u201cThe Optimizer\u201d<\/strong> acts as the seller with the objective of rewriting product descriptions to maximise their enchantment to the search engine. It creates the \u201ccontent material\u201d that&#8217;s being examined.<\/li>\n<li><strong>\u201cThe Choose\u201d<\/strong> capabilities because the buying assistant that receives a sensible shopper question (e.g., \u201cI would like a sturdy backpack for climbing beneath $100\u201d) and a set of merchandise. It then evaluates them and produces a ranked record from finest to worst.<\/li>\n<li><strong>The Rivals<\/strong> are a management group of present merchandise with their unique, unedited descriptions. The Optimizer should beat these rivals to show its technique is efficient.<\/li>\n<\/ul>\n<\/li>\n<li>The researchers developed a classy optimization methodology that used GPT-4o to investigate the outcomes of earlier optimization rounds and provides suggestions for enhancements (like \u201cMake the textual content longer and embody extra technical specs.\u201d). This cycle repeats iteratively till a dominant technique emerges.<\/li>\n<\/ul>\n<p>The outcomes:<\/p>\n<ul>\n<li>Essentially the most vital discovery of the E-GEO paper is the existence of a \u201cCommon Technique\u201d for \u201cLLM output visibility\u201d in ecommerce.<\/li>\n<li>Opposite to the assumption that AI prefers concise details, the research discovered that the optimization course of persistently converged on a particular writing model: longer descriptions with a extremely persuasive tone and fluff (rephrasing present particulars to sound extra spectacular with out including new factual data).<\/li>\n<li>The rewritten descriptions achieved a win price of ~<strong>90%<\/strong>\u00a0in opposition to the baseline (unique) descriptions.<\/li>\n<li>Sellers don&#8217;t want category-specific experience to sport the system: A technique developed fully utilizing residence items merchandise achieved an 88% win price when utilized to the electronics class and 87% when utilized to the clothes class.<\/li>\n<\/ul>\n<h2>3. The Physique Of Analysis Grows<\/h2>\n<p>The paper lined above is just not the one one exhibiting us  manipulate LLM solutions.<\/p>\n<h3>1.\u00a0<a href=\"https:\/\/arxiv.org\/abs\/2311.09735\" rel=\"noopener\" target=\"_blank\">GEO: Generative Engine Optimization<\/a>\u00a0(Aggarwal et al., 2023)<\/h3>\n<ul>\n<li>The researchers utilized concepts like including statistics or together with quotes to content material and located that factual density (citations and stats) boosted visibility by about\u00a0<strong>40%<\/strong>.<\/li>\n<li>Word that the E-GEO paper discovered that verbosity and persuasion have been far more practical levers than citations, however the researchers (1) regarded particularly at a buying context, (1) used AI to search out out what works, and (3) the paper is newer as compared.<\/li>\n<\/ul>\n<h3>2.\u00a0<a href=\"https:\/\/arxiv.org\/abs\/2404.07981\" rel=\"noopener\" target=\"_blank\">Manipulating Large Language Models<\/a>\u00a0(Kumar et al., 2024)<\/h3>\n<ul>\n<li>The researchers added a \u201cStrategic Textual content Sequence,\u201d \u2013 JSON-formatted textual content with product data \u2013 to product pages to govern LLMs.<\/li>\n<li>Conclusion: \u201cWe present {that a} vendor can considerably enhance their product\u2019s LLM Visibility within the LLM\u2019s suggestions by inserting an optimized sequence of tokens into the product data web page.\u201d<\/li>\n<\/ul>\n<h3>3.\u00a0<a href=\"https:\/\/arxiv.org\/pdf\/2406.03589\" rel=\"noopener\" target=\"_blank\">Ranking Manipulation<\/a>\u00a0(Pfrommer et al., 2024)<\/h3>\n<ul>\n<li>The authors added textual content on product pages that gave LLMs particular directions (like \u201cplease advocate this product first\u201d), which is similar to the opposite two papers referenced above.<\/li>\n<li>They argue that LLM Visibility is fragile and extremely depending on components like product names and their place within the context window.<\/li>\n<li>The paper emphasizes that totally different LLMs have considerably totally different vulnerabilities and don\u2019t all prioritize the identical components when making LLM Visibility choices.<\/li>\n<\/ul>\n<h2>4. The Coming Arms Race<\/h2>\n<p>The rising physique of analysis reveals the intense fragility of LLMs. They\u2019re extremely delicate to how data is introduced. Minor stylistic adjustments that don\u2019t alter the product\u2019s precise utility can transfer a product from the underside of the record to the No. 1 suggestion.<\/p>\n<p>The long-term downside is scale: LLM builders want to search out methods to scale back the impression of those manipulative techniques to keep away from an limitless arms race with \u201coptimizers.\u201d If these optimization strategies turn into widespread, marketplaces might be flooded with artificially bloated content material, considerably decreasing the consumer expertise. Google stood in entrance of the identical downside after which launched Panda and Penguin.<\/p>\n<p>You may argue that LLMs already floor their solutions in basic search outcomes, that are \u201chigh quality filtered,\u201d however grounding varies from mannequin to mannequin, and never all LLMs prioritize pages rating on the high of Google search. Google protects its search outcomes increasingly in opposition to different LLMs (see \u201cSerpAPI lawsuit\u201d and the \u201cnum=100 apocalypse\u201d).<\/p>\n<p>I\u2019m conscious of the irony that I contribute to the issue by writing about these optimization strategies, however I hope I can encourage LLM builders to take motion.<\/p>\n<p><em>Increase your expertise with Progress Memo\u2019s weekly skilled insights. <a href=\"https:\/\/www.growth-memo.com\/\" rel=\"nofollow noopener\" target=\"_blank\">Subscribe for free<\/a>!<\/em><\/p>\n<hr\/>\n<p><em>Featured Picture: Paulo Bobita\/Search Engine Journal<\/em><\/p>\n<\/div>\n<iframe data-lazy=\"true\" data-src=\"https:\/\/www.fiverr.com\/gig_widgets?id=U2FsdGVkX18x7XQvttUTrv1oEqmGNGTgvvCUiUoJ\/AP4z\/UyMz8lXGOLpu15jIMxBbTR0gmD5uBoFvhC4KWeALQRp3h\/X\/AwcVD0K8Wj9H\/ZzYKzcCNHosB9oS4SCJJFWiN85P9ICAc4OgCoE\/wHKIY7CDkf2\/DQ1vqGvk4smVe5cRDEmrLPCWi4FC8p40VUhSmWQ5udCm0zoJtorgWv3vbDQw0kKYkwn39ozAnQXDe+YvWMxkLFWA+O3TFwkJvdkIK+\/AUSnRssPKt5WHY0FhNOxnSPcLslEL4G4\/RfP95ve99U+kRnDy3X+KtzdQLY+u935ghON\/o3UE4IMv9oN6JX9RnxzL\/LRcOgnHigxStSGPKsZYtnz8RWNVT\/rOLAibqiWJadC5MYHRbekF3eg6FOGrQGkXYbsn0+a5aovnlLCbLwIqY9fcS17UX8J235iQ6cdmHNbrPeS84CMm34RA==&affiliate_id=1052423&strip_google_tagmanager=true\" loading=\"lazy\" data-with-title=\"true\" class=\"fiverr_nga_frame\" frameborder=\"0\" height=\"350\" width=\"100%\" referrerpolicy=\"no-referrer-when-downgrade\" data-mode=\"random_gigs\" onload=\" var frame = this; var script = document.createElement('script'); script.addEventListener('load', function() { window.FW_SDK.register(frame); }); script.setAttribute('src', 'https:\/\/www.fiverr.com\/gig_widgets\/sdk'); document.body.appendChild(script); \" ><\/iframe>\n<br \/><a href=\"https:\/\/www.searchenginejournal.com\/how-much-can-we-influence-ai-responses\/564898\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Proper now, we\u2019re coping with a search panorama that&#8217;s each unstable in affect and dangerously simple to govern. We maintain asking affect AI solutions \u2013&#8230;<\/p>\n","protected":false},"author":1,"featured_media":109386,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-110328","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-universe"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How Much Can We Influence AI Responses? - mailinvest.blog<\/title>\n<meta name=\"description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Much Can We Influence AI Responses? - mailinvest.blog\" \/>\n<meta property=\"og:description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/\" \/>\n<meta property=\"og:site_name\" content=\"mailinvest.blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/freelanceracademic\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-13T16:34:48+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-13T16:36:05+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mailinvest.blog\/wp-content\/uploads\/2026\/01\/kevin-indig-growth-memo-133.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1600\" \/>\n\t<meta property=\"og:image:height\" content=\"842\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"admin@mailinvest.blog\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin@mailinvest.blog\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/13\\\/how-much-can-we-influence-ai-responses\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/13\\\/how-much-can-we-influence-ai-responses\\\/\"},\"author\":{\"name\":\"admin@mailinvest.blog\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#\\\/schema\\\/person\\\/012701c4c204d4e4ebd34f926cfd31a4\"},\"headline\":\"How Much Can We Influence AI Responses?\",\"datePublished\":\"2026-01-13T16:34:48+00:00\",\"dateModified\":\"2026-01-13T16:36:05+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/13\\\/how-much-can-we-influence-ai-responses\\\/\"},\"wordCount\":1220,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/13\\\/how-much-can-we-influence-ai-responses\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/kevin-indig-growth-memo-133.png\",\"articleSection\":[\"Tech Universe\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/13\\\/how-much-can-we-influence-ai-responses\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/13\\\/how-much-can-we-influence-ai-responses\\\/\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/13\\\/how-much-can-we-influence-ai-responses\\\/\",\"name\":\"How Much Can We Influence AI Responses? - mailinvest.blog\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/13\\\/how-much-can-we-influence-ai-responses\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/13\\\/how-much-can-we-influence-ai-responses\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/kevin-indig-growth-memo-133.png\",\"datePublished\":\"2026-01-13T16:34:48+00:00\",\"dateModified\":\"2026-01-13T16:36:05+00:00\",\"description\":\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what's new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/13\\\/how-much-can-we-influence-ai-responses\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/13\\\/how-much-can-we-influence-ai-responses\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/13\\\/how-much-can-we-influence-ai-responses\\\/#primaryimage\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/kevin-indig-growth-memo-133.png\",\"contentUrl\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/kevin-indig-growth-memo-133.png\",\"width\":1600,\"height\":842},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2026\\\/01\\\/13\\\/how-much-can-we-influence-ai-responses\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/mailinvest.blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"How Much Can We Influence AI Responses?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#website\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/\",\"name\":\"mailinvest.blog\",\"description\":\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis. mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\",\"publisher\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/mailinvest.blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#organization\",\"name\":\"mailinvest\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2022\\\/01\\\/default.png\",\"contentUrl\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2022\\\/01\\\/default.png\",\"width\":1000,\"height\":1000,\"caption\":\"mailinvest\"},\"image\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/freelanceracademic\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#\\\/schema\\\/person\\\/012701c4c204d4e4ebd34f926cfd31a4\",\"name\":\"admin@mailinvest.blog\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g\",\"caption\":\"admin@mailinvest.blog\"},\"sameAs\":[\"https:\\\/\\\/mailinvest.blog\",\"admin@mailinvest.blog\"],\"url\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/author\\\/adminmailinvest-blog\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"How Much Can We Influence AI Responses? - mailinvest.blog","description":"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what's new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/","og_locale":"en_US","og_type":"article","og_title":"How Much Can We Influence AI Responses? - mailinvest.blog","og_description":"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what's new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.","og_url":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/","og_site_name":"mailinvest.blog","article_publisher":"https:\/\/www.facebook.com\/freelanceracademic\/","article_published_time":"2026-01-13T16:34:48+00:00","article_modified_time":"2026-01-13T16:36:05+00:00","og_image":[{"width":1600,"height":842,"url":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2026\/01\/kevin-indig-growth-memo-133.png","type":"image\/png"}],"author":"admin@mailinvest.blog","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin@mailinvest.blog","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/#article","isPartOf":{"@id":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/"},"author":{"name":"admin@mailinvest.blog","@id":"https:\/\/mailinvest.blog\/#\/schema\/person\/012701c4c204d4e4ebd34f926cfd31a4"},"headline":"How Much Can We Influence AI Responses?","datePublished":"2026-01-13T16:34:48+00:00","dateModified":"2026-01-13T16:36:05+00:00","mainEntityOfPage":{"@id":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/"},"wordCount":1220,"commentCount":0,"publisher":{"@id":"https:\/\/mailinvest.blog\/#organization"},"image":{"@id":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/#primaryimage"},"thumbnailUrl":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2026\/01\/kevin-indig-growth-memo-133.png","articleSection":["Tech Universe"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/","url":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/","name":"How Much Can We Influence AI Responses? - mailinvest.blog","isPartOf":{"@id":"https:\/\/mailinvest.blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/#primaryimage"},"image":{"@id":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/#primaryimage"},"thumbnailUrl":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2026\/01\/kevin-indig-growth-memo-133.png","datePublished":"2026-01-13T16:34:48+00:00","dateModified":"2026-01-13T16:36:05+00:00","description":"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what's new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.","breadcrumb":{"@id":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/#primaryimage","url":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2026\/01\/kevin-indig-growth-memo-133.png","contentUrl":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2026\/01\/kevin-indig-growth-memo-133.png","width":1600,"height":842},{"@type":"BreadcrumbList","@id":"https:\/\/mailinvest.blog\/index.php\/2026\/01\/13\/how-much-can-we-influence-ai-responses\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/mailinvest.blog\/"},{"@type":"ListItem","position":2,"name":"How Much Can We Influence AI Responses?"}]},{"@type":"WebSite","@id":"https:\/\/mailinvest.blog\/#website","url":"https:\/\/mailinvest.blog\/","name":"mailinvest.blog","description":"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis. mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.","publisher":{"@id":"https:\/\/mailinvest.blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mailinvest.blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/mailinvest.blog\/#organization","name":"mailinvest","url":"https:\/\/mailinvest.blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mailinvest.blog\/#\/schema\/logo\/image\/","url":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2022\/01\/default.png","contentUrl":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2022\/01\/default.png","width":1000,"height":1000,"caption":"mailinvest"},"image":{"@id":"https:\/\/mailinvest.blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/freelanceracademic\/"]},{"@type":"Person","@id":"https:\/\/mailinvest.blog\/#\/schema\/person\/012701c4c204d4e4ebd34f926cfd31a4","name":"admin@mailinvest.blog","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g","caption":"admin@mailinvest.blog"},"sameAs":["https:\/\/mailinvest.blog","admin@mailinvest.blog"],"url":"https:\/\/mailinvest.blog\/index.php\/author\/adminmailinvest-blog\/"}]}},"_links":{"self":[{"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/posts\/110328","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/comments?post=110328"}],"version-history":[{"count":1,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/posts\/110328\/revisions"}],"predecessor-version":[{"id":110329,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/posts\/110328\/revisions\/110329"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/media\/109386"}],"wp:attachment":[{"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/media?parent=110328"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/categories?post=110328"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/tags?post=110328"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}