{"id":59670,"date":"2025-11-12T11:00:43","date_gmt":"2025-11-12T11:00:43","guid":{"rendered":"http:\/\/e0add76e-4e71-4f06-b9cc-a94abe515d1b"},"modified":"2025-11-12T11:00:43","modified_gmt":"2025-11-12T11:00:43","slug":"the-key-to-ai-implementation-might-just-be-a-healthy-skepticism-heres-why","status":"publish","type":"post","link":"https:\/\/www.threatshub.org\/blog\/the-key-to-ai-implementation-might-just-be-a-healthy-skepticism-heres-why\/","title":{"rendered":"The key to AI implementation might just be a healthy skepticism &#8211; here&#8217;s why"},"content":{"rendered":"<figure class=\"c-shortcodeImage u-clearfix c-shortcodeImage-large\">\n<div class=\"c-shortcodeImage_imageContainer\">\n<div class=\"c-shortcodeImage_image\"><picture class=\"c-cmsImage c-cmsImage_loaded\"><source media=\"(max-width: 767px)\" srcset=\"https:\/\/www.zdnet.com\/a\/img\/resize\/fde316c917ed4f3ce52d7ea69022f906f55454ca\/2025\/11\/11\/d6f957f3-da00-4f34-86fa-3a41457357ac\/gettyimages-1372428702.jpg?auto=webp&amp;width=768\" alt=\"gettyimages-1372428702\"><source media=\"(max-width: 1023px)\" srcset=\"https:\/\/www.zdnet.com\/a\/img\/resize\/5aa580e27ba4ec3a0c88e1cdc930ca9db2170cfa\/2025\/11\/11\/d6f957f3-da00-4f34-86fa-3a41457357ac\/gettyimages-1372428702.jpg?auto=webp&amp;width=1024\" alt=\"gettyimages-1372428702\"><source media=\"(max-width: 1440px)\" srcset=\"https:\/\/www.zdnet.com\/a\/img\/resize\/a2ca467ae3cf70365fbb83fbdfdb68d49ede666e\/2025\/11\/11\/d6f957f3-da00-4f34-86fa-3a41457357ac\/gettyimages-1372428702.jpg?auto=webp&amp;width=1280\" alt=\"gettyimages-1372428702\"><img decoding=\"async\" src=\"https:\/\/www.zdnet.com\/a\/img\/resize\/a2ca467ae3cf70365fbb83fbdfdb68d49ede666e\/2025\/11\/11\/d6f957f3-da00-4f34-86fa-3a41457357ac\/gettyimages-1372428702.jpg?auto=webp&amp;width=1280\" alt=\"gettyimages-1372428702\" width=\"1280\" height=\"639.68015992004\" fetchpriority=\"low\"><\/picture><\/div>\n<p> <!----><\/div><figcaption> <span class=\"c-shortcodeImage_credit g-outer-spacing-top-xsmall u-block\">Ali Kahfi\/DigitalVision Vectors via Getty<\/span><\/figcaption><\/figure>\n<p><em>Follow ZDNET:&nbsp;<\/em><span class=\"c-commerceLink\"><a href=\"https:\/\/cc.zdnet.com\/v1\/otc\/00hQi47eqnEWQ6T9d4QLBUc?element=BODY&amp;element_label=Add+us+as+a+preferred+Google+source&amp;module=LINK&amp;object_type=text-link&amp;object_uuid=5e5d2e64-4b30-43e6-8555-26eac7e449f3&amp;position=1&amp;template=article&amp;track_code=__COM_CLICK_ID__&amp;url=https%3A%2F%2Fwww.google.com%2Fpreferences%2Fsource%3Fq%3Dzdnet.com&amp;view_instance_uuid=379e95d2-6b56-476b-a90b-043a8dd63bd3\" rel=\"noopener nofollow sponsored\" target=\"_blank\"><span>Add us as a preferred source<\/span><!----><\/a><\/span><em>&nbsp;on Google.<\/em><\/p>\n<hr>\n<h3>ZDNET&#8217;s key takeaways<\/h3>\n<ul>\n<li>Companies are rolling out AI, but tracking benefits is tough.&nbsp;<\/li>\n<li>Over-reliance on AI and potential inaccuracies are top concerns.<\/li>\n<li>Transparency about AI intentions is key to getting buy-in.<\/li>\n<\/ul>\n<hr>\n<p><a href=\"https:\/\/www.zdnet.com\/article\/what-is-generative-ai-and-why-is-it-so-popular-heres-everything-you-need-to-know\/\">Generative AI<\/a> is on the boardroom table, and it&#8217;s taking up a lot of room. However, gen AI is still a relatively untested technological approach to business development, so <a href=\"https:\/\/www.zdnet.com\/article\/the-secret-to-a-successful-ai-rollout-its-all-about-timing-and-these-5-factors\/\">companies are careful how they roll it out<\/a> to their workforces.&nbsp;<\/p>\n<p>Almost two in five (39%) technology business leaders in a recent IEEE&nbsp;<a href=\"https:\/\/transmitter.ieee.org\/generative-ai-2026-companies-looking-for-business-value\/\" target=\"_blank\" rel=\"noopener nofollow\" class=\"c-regularLink\">survey<\/a>&nbsp;said their organizations intend to use generative AI regularly, but selectively, in the months ahead &#8212; up 20% from the same research a year ago.&nbsp;<\/p>\n<p><strong>Also: <a href=\"https:\/\/www.zdnet.com\/article\/anxious-about-ai-job-cuts-how-white-collar-workers-can-protect-themselves-starting-now\/\">Anxious about AI job cuts? How white-collar workers can protect themselves &#8211; starting now<\/a><\/strong><\/p>\n<p>Just over a third (35%) said they are &#8220;rapidly integrating generative AI, and expecting bottom-line results.&#8221; In addition, 91% intend to ramp up their use of <a href=\"https:\/\/www.zdnet.com\/article\/how-agentic-ai-is-transforming-the-very-foundations-of-business-strategy\/\">agentic AI<\/a> for data analysis over the coming year.<\/p>\n<p>They have passed the exploration and experimental stage, and it&#8217;s time for gen AI to prove its mettle &#8212; automating workflows, improving data accuracy, and supporting decision-making, the IEEE authors contend.&nbsp;<\/p>\n<p><strong>Also:&nbsp;<\/strong><a href=\"https:\/\/www.zdnet.com\/article\/ai-struggles-to-cite-results-properly-can-perplexity-and-gettys-new-partnership-fix-that\/#link=%7B%22role%22:%22standard%22,%22href%22:%22https:\/\/www.zdnet.com\/article\/ai-struggles-to-cite-results-properly-can-perplexity-and-gettys-new-partnership-fix-that\/%22,%22target%22:%22_blank%22,%22absolute%22:%22%22,%22linkText%22:%22AI%20struggles%20to%20cite%20results%20properly.%20Can%20Perplexity%20and%20Getty's%20new%20partnership%20fix%20that?%22%7D\"><strong>AI struggles to cite results properly. Can Perplexity and Getty&#8217;s new partnership fix that?<\/strong><\/a><\/p>\n<p>&#8220;We&#8217;re entering a period of healthy skepticism that follows the natural progression of technology-adoption cycles,&#8221; said IEEE senior member Santhosh Sivasubraman.&nbsp;<\/p>\n<h2>Exploiting AI effectively<\/h2>\n<p>Even technologically focused companies are approaching AI and gen AI with both optimism and caution. The challenge is figuring out <a href=\"https:\/\/www.zdnet.com\/article\/5-ways-to-turn-ais-time-saving-magic-into-your-productivity-superpower\/\">how to fit AI into the organization in a productive way<\/a> &#8212; to boost people and its processes.&nbsp;<\/p>\n<p>&#8220;AI assistants are now our personal productivity tool,&#8221; Carrie Rasmussen, chief digital officer at Dayforce, a human capital management platform, told ZDNET.&nbsp;<\/p>\n<p><strong>Also:&nbsp;<\/strong><a href=\"https:\/\/www.zdnet.com\/article\/a-minority-of-businesses-have-won-big-with-ai-what-are-they-doing-right\/#link=%7B%22role%22:%22standard%22,%22href%22:%22https:\/\/www.zdnet.com\/article\/a-minority-of-businesses-have-won-big-with-ai-what-are-they-doing-right\/%22,%22target%22:%22%22,%22absolute%22:%22%22,%22linkText%22:%22A%20minority%20of%20businesses%20have%20won%20big%20with%20AI.%20What%20are%20they%20doing%20right?%22%7D\"><strong>A minority of businesses have won big with AI. What are they doing right?<\/strong><\/a><\/p>\n<p>&#8220;It serves as a coach, creator, researcher, collaborator &#8212; a magnitude of things. We&#8217;re in the process of extending that platform &#8212; to the connectors through email, Outlook, SharePoint, and HubSpot.&#8221; The next wave of AI will extend to role-based technology, she added.&nbsp;<\/p>\n<p>There is a wide variety of tasks that business technology leaders want AI to handle, as identified in the IEEE survey:&nbsp;<\/p>\n<ul>\n<li>Real-time cybersecurity vulnerability identification and attack prevention (47% &#8212; down 1% from prior year)<\/li>\n<li>Aiding and\/or accelerating software development (39% &#8212; up 4%)<\/li>\n<li>Increasing supply chain and warehouse automation efficiencies (35% &#8212; up 2%)<\/li>\n<li>Automating customer service (32% &#8212; up 4%)<\/li>\n<li>Powering educational activities, such as customized learning, intelligent tutoring systems, and university chatbots (29% &#8212; down 10%)<\/li>\n<li>Accelerating disease mapping and drug discovery (23% &#8212; down 3%)<\/li>\n<li>Automating and\/or stabilizing utility power sources (22% &#8212; down 3%)<\/li>\n<\/ul>\n<p>The survey also identified where companies are struggling with gen AI. Half of the respondents flagged &#8220;over-reliance on AI and potential inaccuracies&#8221; as top concerns. &nbsp;<\/p>\n<p>&#8220;Projects often fail because teams assume the models are more reliable than they are,&#8221; the report&#8217;s authors stated. &#8220;The confidence with which chatbots deliver results often leads to an overestimation of their capabilities.&#8221; In many cases, simpler analytics would be enough.&nbsp;<\/p>\n<p><strong>Also:&nbsp;<\/strong><a href=\"https:\/\/www.zdnet.com\/article\/4-ways-to-turn-ai-into-your-business-advantage\/#link=%7B%22role%22:%22standard%22,%22href%22:%22https:\/\/www.zdnet.com\/article\/4-ways-to-turn-ai-into-your-business-advantage\/%22,%22target%22:%22%22,%22absolute%22:%22%22,%22linkText%22:%22%3Cstrong%3E4%20ways%20to%20turn%20AI%20into%20your%20business%20advantage%3C\/strong%3E%22%7D\"><strong>4 ways to turn AI into your business advantage<\/strong><\/a><\/p>\n<p>Measurable productivity from gen AI is mixed, Rasmussen added, citing industry estimates that getting 50% of a workforce to use ChatGPT should equate to a 10% productivity boost. &#8220;I&#8217;m not sure if I buy it completely, but it&#8217;s a lofty goal,&#8221; she said. &#8220;But first, you have to define &#8216;What is an active user?&#8217; Is that a weekly or daily user? We&#8217;re working on that.&#8221;&nbsp; &nbsp;&nbsp;<\/p>\n<h2>Developing skills successfully<\/h2>\n<p>Another inhibitor to progress may be concerns about <a href=\"https:\/\/www.zdnet.com\/article\/5-ways-to-fill-the-ai-skills-gap-in-your-business\/\">the skills needed in an AI-heavy world<\/a>. Employees question how much of their work will be replaced by machines.&nbsp;<\/p>\n<p>&#8220;One of the questions I get about AI constantly is, &#8216;What do I tell my employees?'&#8221; said Dayforce&#8217;s Rasmussen. &#8220;They&#8217;re worried about job displacement. Leaders shouldn&#8217;t speculate; it only creates fear. The CEO makes a bold statement that creates noise and energy, but sometimes negative energy.&#8221;<\/p>\n<p><strong>Also:&nbsp;<\/strong><a href=\"https:\/\/www.zdnet.com\/article\/adobe-mightve-just-solved-one-of-generative-ais-biggest-legal-risks\/#link=%7B%22role%22:%22standard%22,%22href%22:%22https:\/\/www.zdnet.com\/article\/adobe-mightve-just-solved-one-of-generative-ais-biggest-legal-risks\/%22,%22target%22:%22%22,%22absolute%22:%22%22,%22linkText%22:%22Adobe%20might've%20just%20solved%20one%20of%20generative%20AI's%20biggest%20legal%20risks%22%7D\"><strong>Adobe might&#8217;ve just solved one of generative AI&#8217;s biggest legal risks<\/strong><\/a><\/p>\n<p>Focus on what you can control, Rasmussen advised: &#8220;It may mean rewriting a job description because AI requires you to work differently now. It&#8217;s a transformation, and new jobs are being created. We need to make sure that all of our employees are well-equipped to take those jobs when we get that transformation. Because I can&#8217;t go and hire a two-, three-, or four-year AI veteran, it&#8217;s too difficult.&#8221;<\/p>\n<p>At this point, Dayforce leverages public LLMs, such as OpenAI&#8217;s ChatGPT, rather than developing its own models: &#8220;We don&#8217;t have LLMs that we&#8217;re building,&#8221; said Rasmussen. &#8220;We&#8217;re starting to talk about it. But we&#8217;re not going to have a big LLM &#8212; we would have small LLMs where certain types of machine learning are going to give us some sort of statistical advantage, such as in sales.&#8221;<\/p>\n<p>Dayforce employs an <a href=\"https:\/\/www.zdnet.com\/article\/5-crucial-things-to-consider-when-you-build-foundation-models-for-ai\/\">OpenAI foundational model<\/a>, &#8220;to build a RAG-augmented retrieval and search. I think that&#8217;s where most people are right now &#8212; they want knowledge retrieval.&#8221;&nbsp; &nbsp;<\/p>\n<p>Transparency about AI intentions is key to getting buy-in, said Rasmussen: &#8220;We want our employees to be the people who take those jobs, and help us create those jobs, which takes away fear. Focus on what you know, and what&#8217;s in front of you. Give employees the tools and the training.&#8221;<\/p>\n<p><strong>Also:&nbsp;<\/strong><a href=\"https:\/\/www.zdnet.com\/article\/no-roi-in-ai-yet-try-these-six-proven-tactics-for-creating-real-business-value\/#link=%7B%22role%22:%22standard%22,%22href%22:%22https:\/\/www.zdnet.com\/article\/no-roi-in-ai-yet-try-these-six-proven-tactics-for-creating-real-business-value\/%22,%22target%22:%22%22,%22absolute%22:%22%22,%22linkText%22:%22No%20ROI%20in%20AI%20yet?%20Try%20these%20six%20proven%20tactics%20for%20creating%20real%20business%20value%22%7D\"><strong>No ROI in AI yet? Try these six proven tactics for creating real business value<\/strong><\/a><\/p>\n<p>Interestingly, AI ethics has surfaced as the top skill in demand for 2026, the IEEE survey found:<\/p>\n<ul>\n<li>AI ethical practices skills (44% &#8212; up 9% from prior year)<\/li>\n<li>Data analysis skills (38% &#8212; up 4%)<\/li>\n<li>Machine learning skills (34% &#8212; up 6%)<\/li>\n<li>Data modeling skills, including processing (32% &#8212; no change)<\/li>\n<li>Software development skills (32% &#8212; down 8%)<\/li>\n<\/ul>\n<p>At Dayforce, preparing for gen AI means bringing in &#8220;AI champions&#8221; from across the company to evangelize the technology. &#8220;They&#8217;re the early adopters,&#8221; Rasmussen explained.&nbsp;<\/p>\n<p>&#8220;They&#8217;re figuring out how to apply the tools. They&#8217;re our storytellers, and the people to go to for help. And we need to ask, &#8216;What are the agents our employees need? What are the agents our sellers need? Can I get that agent from the tools we have? And are those tools mature?&#8217; We are finding they&#8217;re not all ready for primetime.&#8221;<\/p>\n<div id=\"pinbox-e0add76e-4e71-4f06-b9cc-a94abe515d1b\" class=\"c-shortcodePinbox-carousel\">\n<div class=\"c-listingCarouselHorizontal\">\n<h4 class=\"c-sectionHeading\">Artificial Intelligence<\/h4>\n<p> <!----> <span class=\"c-listingCarouselHorizontal_loadingIndicator\"><\/span> <\/div>\n<\/div>\n<p>READ MORE <a href=\"https:\/\/www.zdnet.com\/article\/the-key-to-ai-implementation-might-just-be-a-healthy-skepticism-heres-why\/\">HERE<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Even the most technologically focused companies are approaching AI and gen AI with both optimism and caution.READ MORE HERE&#8230;<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"colormag_page_layout":"default_layout","footnotes":""},"categories":[62],"tags":[],"class_list":["post-59670","post","type-post","status-publish","format-standard","hentry","category-zdnet-security"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - 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