{"id":22487,"date":"2026-02-17T03:15:26","date_gmt":"2026-02-17T03:15:26","guid":{"rendered":"https:\/\/microvibenews.com\/?p=22487"},"modified":"2026-02-17T03:15:26","modified_gmt":"2026-02-17T03:15:26","slug":"what-ai-can-do-and-what-it-cant","status":"publish","type":"post","link":"https:\/\/microvibenews.com\/?p=22487","title":{"rendered":"What AI can do (and what it can\u2019t)"},"content":{"rendered":"<p><\/p>\n<div id=\"textFreeArticle\">\n<p>Over many conversations and watching tumultuous market movements whipsaw sectors, I have come to the conclusion that a lot of people have a lot of opinions about artificial intelligence (AI) without actually understanding either the sectors or even the technology.<\/p>\n<p>Firstly, what is AI?\u00a0Well, AI is a marketing term. The technology is not intelligent; instead, it operates based on inferencing (they literally refer to the process of using AI as \u201cinferencing\u201d, as opposed to creating AI, which is \u201ctraining\u201d).<\/p>\n<p>Read:<br \/>Wall Street\u2019s favourite trades collapse after market selloff<br \/>Private markets push for world\u2019s wealthy runs into AI meltdown<br \/>\u2018Old Economy\u2019 is hot again, propelled by data and AI backlash<\/p>\n<p>The technology <em>inferences<\/em> from large data sets to arrive at correlations \u2013 and depending on a user\u2019s request or inputs, effectively\u00a0uses mean reversion to fit the best correlations together. (A little statistical humour, but \u2018AI\u2019 should rather be called a \u2018Mean Machine\u2019.)<\/p>\n<p>In other words, based on all the data Google\u2019s Gemini AI has been trained on, when a user inputs \u2018What is the best, super short, super easy recipe for chocolate cake?\u2019,\u00a0the strongest correlations \u2013 and thus, the most likely \u2018best\u2019 answer \u2013 is, on average, the following:<\/p>\n<p><strong>The 3-Ingredient Miracle Cake<\/strong><\/p>\n<ul>\n<li>3 large eggs<\/li>\n<li>170g (1 cup) Semi-sweet chocolate chips (high quality makes a difference here)<\/li>\n<li>115g (\u00bd cup) Unsalted butter, cubed<\/li>\n<\/ul>\n<p><strong>Process:<\/strong><\/p>\n<ol>\n<li><strong>Prep:<\/strong> Preheat your oven to <strong>180\u00b0C<\/strong>. Grease a small (6-inch or 15cm) round cake tin and line the bottom with parchment paper.<\/li>\n<li><strong>Melt:<\/strong> Melt the chocolate and butter together in the microwave in 30-second bursts, stirring until smooth. Let it cool slightly.<\/li>\n<li><strong>Whisk:<\/strong> In a separate bowl, whisk the eggs with a hand mixer until they double in volume and look pale and foamy (about 3\u20135 minutes). This is the \u201csecret\u201d to the lift since there\u2019s no flour.<\/li>\n<li><strong>Fold:<\/strong> Gently fold the melted chocolate into the eggs using a spatula until just combined. Don\u2019t over-mix, or you\u2019ll lose the air!<\/li>\n<li><strong>Bake:<\/strong> Pour into the tin and bake for <strong>22\u201325 minutes<\/strong>. The edges should be set, but the center should still have a slight jiggle.<\/li>\n<\/ol>\n<p><em>Source: Google\u2019s Gemini, with Gemini\u2019s source being all the chocolate cake recipes on the i<\/em><em>nternet.<\/em><\/p>\n<p>The marketing teams at AI firms have convinced everyone that the statistical inferencing technology is \u201cintelligent\u201d and for that I give them credit.<\/p>\n<p>Watch:\u00a0Magda Wierzycka\u2019s alarming Davos insights on AI, global power shifts and market risk<\/p>\n<div class=\"visible-sm-block visible-xs-block m1010\">\n<div class=\"ad-container-wrapper\">\n<p>ADVERTISEMENT<\/p>\n<p>CONTINUE READING BELOW<\/p>\n<\/div>\n<\/div>\n<p>Likewise, the cutely named \u201challucinations\u201d that AI can generate from time to time is just because the statistics sometimes point towards an answer (generative output) that is not actually true and\/or does not actually exist.<\/p>\n<p>The correlation exists (or is implied from existing data) but it does not actually exist in the real-world (such as hallucinating legal precedents from courts cases that never happened).<\/p>\n<p>Rephrased, AI does not \u2018hallucinate\u2019, it just gets some things wrong and has no morals (because you need self-awareness and intelligence to know what these are), and thus does not just say \u201cI don\u2019t know\u201d.<\/p>\n<p>Once again, the marketing teams at AI firms have spun this fact into a lovely marketing phrase to make users more comfortable with it.<\/p>\n<p>Listen\/read:<br \/>Avoiding the AI arms race and buying Netflix<br \/>Are you using AI for investing or financial management?<\/p>\n<p>Last week, many stocks in insurance brokerages around the world sold off sharply, like Brown &amp; Brown and AJ Gallagher. Why? Because Insurify launched a ChatGPT app that can help users research, browse, compare and, ultimately, buy insurance quotes.<\/p>\n<p>So who needs insurance brokers?<\/p>\n<p>Yay! All the world\u2019s problems are solved \u2026<\/p>\n<blockquote>\n<p>But what if you have bespoke, complex risk needs rather than simple motor cover? What if your risks do not look like anyone else\u2019s risks?<\/p>\n<\/blockquote>\n<p>Likewise, last week, the stocks in financial advisory firms like Charles Schwab, Raymond James Financial, and Stifel Financial also tanked sharply. Why? Altruist announced the launch of a new AI-powered tax planning tool.<\/p>\n<p>This allows financial advisors to create personalised tax strategies for clients by automatically analysing tax forms, financial statements, and other documents within minutes.<\/p>\n<div class=\"visible-sm-block visible-xs-block m1010\">\n<div class=\"ad-container-wrapper\">\n<p>ADVERTISEMENT:<\/p>\n<p>CONTINUE READING BELOW<\/p>\n<\/div>\n<\/div>\n<p>Yay! Again, all the world\u2019s problems are solved \u2026<\/p>\n<blockquote>\n<p>But what if it hallucinates, and you suddenly have huge tax penalties? Who do you sue?<\/p>\n<\/blockquote>\n<p>What if\u00a0the data it was trained on is out of date? What if tax laws change, but its advice does not?<\/p>\n<p>Dig deeper, and consultancy firms like Accenture have seen their share prices sell off steadily across the past year and a bit, because apparently you can spin up deep research pieces on any subject matter that will make consultancies redundant.<\/p>\n<p>Yay! All the world\u2019s problems are solved \u2026<\/p>\n<p>Read:<br \/>AI trading tools can hallucinate and outright lie<br \/>It turns out AI trading bots behave just like humans \u2026<\/p>\n<p>But which CEO or CFO is going to pin their career on a ChatGPT report suggesting massive corporate restructuring and directing huge capital decisions for a group when convincing their board, shareholders and investors that <em>this<\/em> is the correct thing to do? (Even more subtly, to implement actual AI into a complex business that is not filled with AI and IT specialists, you need more consultants like Accenture rather than\u00a0fewer \u2026 hence, we invested our funds in Accenture recently!)<\/p>\n<p><strong>So what <em>can<\/em> AI do?<\/strong><\/p>\n<p>It can (statistically) correlate vast amounts of data reasonably well and much, <em>much<\/em> faster than any human.<\/p>\n<p>Once correlated, and if trained and set up correctly, it can therefore automate some tasks and approximate processes wonderfully and at a faster speed and lower cost than humans.<\/p>\n<div class=\"visible-sm-block visible-xs-block m1010\">\n<div class=\"ad-container-wrapper\">\n<p>ADVERTISEMENT:<\/p>\n<p>CONTINUE READING BELOW<\/p>\n<\/p><\/div>\n<\/div>\n<p>Use it\u00a0<em>this<\/em> way, and AI performs spectacularly.<\/p>\n<p><strong>And what can AI not do?<\/strong><\/p>\n<p>AI cannot give you assurance that it is correct and that you can base your entire life, wealth, career or business on its outcomes.<\/p>\n<p>AI does not do <em>bespoke<\/em> well. If the need differs from the data it was trained on, it risks hallucinating.<\/p>\n<p>AI does not do <em>creative<\/em> well (if it doesn\u2019t exist, AI cannot come up with it).<\/p>\n<blockquote>\n<p>And AI cannot form, maintain and manage trust among human beings.<\/p>\n<\/blockquote>\n<p>Of course, for economies to operate, people need to trust each other; for example, auditors issuing an audit opinion or advisors structuring your family trust, which should outlive you, or a rating agency placing its reputation on the line with a credit rating.<\/p>\n<p>Or am I wrong? There is no doubt much that you can contribute as we discuss this uncertain future.<\/p>\n<p><em>Keith McLachlan is CEO of Element Investment Managers.<\/em><\/p>\n<p><em>Follow Moneyweb\u2019s in-depth finance and business news on WhatsApp here.<\/em><\/p>\n<\/p><\/div>\n<p><script data-cfasync=\"false\">\n            !function(f,b,e,v,n,t,s)\n            {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                n.queue=[];t=b.createElement(e);t.async=!0;\n                t.src=v;s=b.getElementsByTagName(e)[0];\n                s.parentNode.insertBefore(t,s)}(window, document,'script',\n                'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n            fbq('init', '779812924991616');\n            fbq('track', 'PageView');\n        <\/script><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Over many conversations and wa&hellip; <\/p>\n","protected":false},"author":1,"featured_media":22488,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[4],"tags":[],"_links":{"self":[{"href":"https:\/\/microvibenews.com\/index.php?rest_route=\/wp\/v2\/posts\/22487"}],"collection":[{"href":"https:\/\/microvibenews.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/microvibenews.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/microvibenews.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/microvibenews.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=22487"}],"version-history":[{"count":0,"href":"https:\/\/microvibenews.com\/index.php?rest_route=\/wp\/v2\/posts\/22487\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/microvibenews.com\/index.php?rest_route=\/wp\/v2\/media\/22488"}],"wp:attachment":[{"href":"https:\/\/microvibenews.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=22487"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/microvibenews.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=22487"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/microvibenews.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=22487"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}