[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"nav-categories":3,"article-three-ways-to-burn-your-ai-budget-hard-lessons-from-15-ai-transformations":70},{"data":4},[5,37,57,64],{"name":6,"slug":7,"categories":8},"Productivity","productivity",[9,13,17,21,25,29,33],{"id":10,"title":11,"slug":12},17,"Branding","branding",{"id":14,"title":15,"slug":16},19,"Marketing","marketing",{"id":18,"title":19,"slug":20},20,"Work","work",{"id":22,"title":23,"slug":24},34,"Community","community",{"id":26,"title":27,"slug":28},21,"For newbies","for-newbies",{"id":30,"title":31,"slug":32},24,"Investment","investment",{"id":34,"title":35,"slug":36},22,"Finance","finance",{"name":38,"slug":39,"categories":40},"Tech","tech",[41,45,49,53],{"id":42,"title":43,"slug":44},28,"Technology","technology",{"id":46,"title":47,"slug":48},32,"Artificial Intelligence","artificial-intelligence",{"id":50,"title":51,"slug":52},26,"Security and protection","security-and-protection",{"id":54,"title":55,"slug":56},31,"YouTube Blog","youtube-blog",{"name":58,"slug":59,"categories":60},"News","news",[61],{"id":62,"title":58,"slug":63},18,"quasanews",{"name":65,"slug":66,"categories":67},"Business","business",[68],{"id":69,"title":65,"slug":66},16,{"post":71,"published_news":93,"popular_news":141,"categories":206},{"title":72,"description":73,"meta_title":72,"meta_description":74,"meta_keywords":75,"text":76,"slug":77,"created_at":78,"publish_at":79,"formatted_created_at":80,"category_id":46,"links":81,"view_type":84,"video_url":85,"views":86,"likes":87,"lang":88,"comments_count":87,"category":89},"Three Ways to Burn Your AI Budget: Hard Lessons from 15+ AI Transformations","I’ve been involved in more than 15 large-scale AI transformations across different industries. Four of them failed.","The tools were actually excellent. The problem was always the same — poor decisions about why and how the AI was being implemented.","Below are the three most common (and most expensive) ways companies waste millions on AI initiatives.","\u003Cp>I&rsquo;ve been involved in more than 15 large-scale AI transformations across different industries. Four of them failed.\u003C/p>\n\n\u003Cp>And here&rsquo;s the surprising part: \u003Cstrong>none\u003C/strong>&nbsp;of those failures had anything to do with bad AI tools.\u003C/p>\n\n\u003Cp>The tools were actually excellent. The problem was always the same &mdash; poor decisions about \u003Cstrong>why\u003C/strong>&nbsp;and how&nbsp;the AI was being implemented.\u003C/p>\n\n\u003Cp>Below are the three most common (and most expensive) ways companies waste millions on AI initiatives.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>1. Strategy Without Process Audit\u003C/strong>\u003C/h4>\n\n\u003Cp>\u003Cstrong>\u003Cimg alt=\"\" class=\"image-align-right\" height=\"447\" src=\"https://quasa.io/storage/photos/00/image - 2026-04-10T161147.075.jpg\" width=\"300\" />The classic scenario:\u003C/strong>\u003Cbr />\nLeadership declares &ldquo;It&rsquo;s time to bring in AI!&rdquo; A shiny strategy is written, consultants are hired, contractors are onboarded, and pilots are launched.\u003C/p>\n\n\u003Cp>But nobody bothered to do the most basic thing first: \u003Cstrong>measure the actual processes\u003C/strong>.\u003C/p>\n\n\u003Cp>Instead, pilots are chosen by gut feel. &ldquo;Let&rsquo;s automate meeting summaries &mdash; it looks impressive in a demo!&rdquo; Everyone oohs and aahs at the pretty output&hellip; and six months later the business metrics haven&rsquo;t moved at all.\u003C/p>\n\n\u003Cp>Meanwhile, somewhere nearby, one contract approval still drags on for five days and requires eight emails bouncing around. No one ever quantified that pain.\u003C/p>\n\n\u003Cp>\u003Cstrong>Result after six months\u003C/strong>:&nbsp;A beautiful strategy deck, three completed pilots, and zero impact on the bottom line.\u003C/p>\n\n\u003Cp>\u003Cstrong>What actually works:\u003C/strong>\u003Cbr />\nBefore you write a single line of a strategy or sign a single vendor contract, audit your processes. &nbsp;\u003Cbr />\nCalculate real time and money spent. Identify where manual work is heaviest and where errors happen most often. Only then decide what deserves to be automated.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>2. Tool Without System\u003C/strong>\u003C/h4>\n\n\u003Cp>\u003Cimg alt=\"\" class=\"image-align-right\" height=\"447\" src=\"https://quasa.io/storage/photos/00/image - 2026-04-10T161149.010.jpg\" width=\"300\" />This one is painfully common.\u003C/p>\n\n\u003Cp>A company buys a powerful AI platform, rolls it out to the entire organization, and&hellip; nothing changes.\u003C/p>\n\n\u003Cp>After six months, only 10 % of employees use it actively. Everyone else quietly went back to the old way of working. Budget spent. Metrics flat.\u003C/p>\n\n\u003Cp>An AI tool by itself is just software. Real value comes from the \u003Cstrong>system\u003C/strong>:\u003Cbr />\nTool + redesigned process + trained people + clear metrics + continuous feedback loop.\u003C/p>\n\n\u003Cp>\u003Cstrong>Simple test:\u003C/strong>\u003Cbr />\nIf you can switch the AI off tomorrow and nothing in the business actually changes &mdash; you didn&rsquo;t implement AI. You just bought software.\u003C/p>\n\n\u003Ch4>\u003Cstrong>3. Evaluation by Demo, Not by Real Work\u003C/strong>\u003C/h4>\n\n\u003Cp>\u003Cstrong>The executive sees a 30-second demo:\u003C/strong>\u003Cbr />\n&ldquo;Watch this &mdash; the AI writes a full contract and analyzes a 50-page report in seconds!&rdquo;\u003Cbr />\nIt looks magical. Budget is approved on the spot.\u003C/p>\n\n\u003Cp>Three months later the painful truth emerges: almost nobody is using it.\u003C/p>\n\n\u003Cp>Why? Because the demo showed the perfect, clean, idealized scenario.\u003Cbr />\nReal work is full of edge cases, messy data, company-specific formats, exceptions, and integration gaps. That&rsquo;s exactly where most of the actual daily workload lives &mdash; and where the AI usually falls apart.\u003C/p>\n\n\u003Cp>\u003Cimg alt=\"\" class=\"image-align-right\" height=\"447\" src=\"https://quasa.io/storage/photos/00/image - 2026-04-10T161145.193.jpg\" width=\"300\" />\u003Cstrong>Fix:\u003C/strong>\u003Cbr />\nTake 30&ndash;50 real, messy examples straight from your daily operations and run them through the tool yourself. Spend a couple of days watching where it helps and where it breaks. It&rsquo;s a tiny investment that saves months of disappointment and wasted money.\u003C/p>\n\n\u003Cp>Also read:\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/jaxx-liberty-for-cross-device-crypto-management\">Jaxx Liberty for Cross-Device Crypto Management\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/major-update-to-quasa-io-a-bold-leap-into-the-future-of-digital-excellence\">Major Update to quasa.io: A Bold Leap into the Future of Digital Excellence\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/ollama-just-got-blazing-fast-on-macs-full-mlx-support-brings-2-speedups-and-nvidia-quality-4-bit-inference\">Ollama Just Got Blazing Fast on Macs: Full MLX Support Brings 2&times; Speedups and NVIDIA-Quality 4-Bit Inference\u003C/a>\u003C/li>\n\u003C/ul>\n\n\u003Ch4>\u003Cstrong>The Common Thread\u003C/strong>\u003C/h4>\n\n\u003Cp>All three mistakes boil down to one fatal error: the AI tool was completely disconnected from reality.\u003C/p>\n\n\u003Cp>Bringing the tool in line with real processes is only the \u003Cstrong>first step\u003C/strong>&nbsp;of AI maturity.\u003C/p>\n\n\u003Cp>In upcoming articles I&rsquo;ll walk through the \u003Cstrong>four stages of AI maturity\u003C/strong>&nbsp;&mdash; and explain why companies that try to skip steps end up paying for the same transformation twice.\u003C/p>\n\n\u003Cp>Have you seen any of these three mistakes in your own organization? Drop your story in the comments &mdash; the more honest, the better. The only way we all get better at AI is by learning from the expensive failures together.\u003C/p>","three-ways-to-burn-your-ai-budget-hard-lessons-from-15-ai-transformations","2026-04-10T14:13:46.000000Z","2026-04-12T03:07:00.000000Z","12.04.2026",{"image":82,"thumb":83},"https://quasa.io/storage/images/news/V4iWInVuKm0QkEz4NYriOX6CoNiiDnycWyLroF2S.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/V4iWInVuKm0QkEz4NYriOX6CoNiiDnycWyLroF2S.jpg","small",null,25,0,"en",{"id":46,"title":47,"slug":48,"meta_title":47,"meta_description":90,"meta_keywords":90,"deleted_at":85,"created_at":91,"updated_at":92,"lang":88},"Artificial Intelligence, ai, ml, machine learning, chatgpt, future","2024-09-22T08:08:27.000000Z","2024-09-23T12:49:38.000000Z",[94,106,109,120,130],{"title":95,"description":96,"slug":97,"created_at":98,"publish_at":99,"formatted_created_at":80,"category":100,"links":101,"view_type":84,"video_url":85,"views":104,"likes":87,"lang":88,"comments_count":87,"is_pinned":105},"How to Actually Benefit from the Flood of AI News (Without Burning Out)","Every day we’re hit with another wave of AI announcements: shiny new tools, powerful extensions for chatbots and agents, and the latest “must-try” features.","how-to-actually-benefit-from-the-flood-of-ai-news-without-burning-out","2026-04-10T14:32:32.000000Z","2026-04-12T06:21:00.000000Z",{"title":47,"slug":48},{"image":102,"thumb":103},"https://quasa.io/storage/images/news/q1cKdGRJ8kdte3kOVMGJshqBQ9cnyJwRrKGeTxpe.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/q1cKdGRJ8kdte3kOVMGJshqBQ9cnyJwRrKGeTxpe.jpg",10,false,{"title":72,"description":73,"slug":77,"created_at":78,"publish_at":79,"formatted_created_at":80,"category":107,"links":108,"view_type":84,"video_url":85,"views":86,"likes":87,"lang":88,"comments_count":87,"is_pinned":105},{"title":47,"slug":48},{"image":82,"thumb":83},{"title":110,"description":111,"slug":112,"created_at":113,"publish_at":113,"formatted_created_at":114,"category":115,"links":116,"view_type":84,"video_url":85,"views":119,"likes":87,"lang":88,"comments_count":87,"is_pinned":105},"What Is a Startup? Cutting Through the Hype to Find the Real Meaning","A few years ago, we published an article titled “What is a Startup?” that quickly climbed to the top of our most-read and most-shared pieces.","what-is-a-startup-cutting-through-the-hype-to-find-the-real-meaning","2026-04-11T18:25:56.000000Z","11.04.2026",{"title":27,"slug":28},{"image":117,"thumb":118},"https://quasa.io/storage/images/news/cona0PkrDQzH7eaLDaQhaWO0FsU3fDEdqJvVClN8.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/cona0PkrDQzH7eaLDaQhaWO0FsU3fDEdqJvVClN8.jpg",72,{"title":121,"description":122,"slug":123,"created_at":124,"publish_at":124,"formatted_created_at":114,"category":125,"links":126,"view_type":84,"video_url":85,"views":129,"likes":87,"lang":88,"comments_count":87,"is_pinned":105},"Thirteen Bullets and One Molotov Cocktail: How Anti-AI Protest Just Got Deadly Serious","In the early hours of April 10, 2026, someone threw a Molotov cocktail at the San Francisco home of OpenAI CEO Sam Altman.","thirteen-bullets-and-one-molotov-cocktail-how-anti-ai-protest-just-got-deadly-serious","2026-04-11T14:03:43.000000Z",{"title":47,"slug":48},{"image":127,"thumb":128},"https://quasa.io/storage/images/news/7Aed2oKDgMmj0Sf3BARF4sFLzoQfcId53uGVsllT.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/7Aed2oKDgMmj0Sf3BARF4sFLzoQfcId53uGVsllT.jpg",205,{"title":131,"description":132,"slug":133,"created_at":134,"publish_at":135,"formatted_created_at":114,"category":136,"links":137,"view_type":84,"video_url":85,"views":140,"likes":87,"lang":88,"comments_count":87,"is_pinned":105},"Beehiiv Launches Native Podcast Hosting: Creators Can Now Record, Publish, Distribute, and Monetize Audio All in One Platform","In a move that further solidifies its position as the all-in-one creator platform, Beehiiv has officially rolled out native podcast hosting.","beehiiv-launches-native-podcast-hosting-creators-can-now-record-publish-distribute-and-monetize-audio-all-in-one-platform","2026-04-10T14:02:05.000000Z","2026-04-11T11:52:00.000000Z",{"title":65,"slug":66},{"image":138,"thumb":139},"https://quasa.io/storage/images/news/DMMViaMnle1ARoZd3FtpghMQiDlRonD3LUtfnxvS.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/DMMViaMnle1ARoZd3FtpghMQiDlRonD3LUtfnxvS.jpg",272,[142,155,169,181,194],{"title":143,"description":144,"slug":145,"created_at":146,"publish_at":147,"formatted_created_at":148,"category":149,"links":150,"view_type":84,"video_url":85,"views":153,"likes":154,"lang":88,"comments_count":87,"is_pinned":105},"The Anatomy of an Entrepreneur","Entrepreneur is a French word that means an enterpriser. Enterprisers are people who undertake a business or enterprise with the chance of earning profits or suffering from loss.","the-anatomy-of-an-entrepreneur","2021-08-04T15:18:21.000000Z","2025-12-14T06:09:00.000000Z","14.12.2025",{"title":65,"slug":66},{"image":151,"thumb":152},"https://quasa.io/storage/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp","https://api.quasa.io/thumbs/news-thumb/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp",69852,2,{"title":156,"description":157,"slug":158,"created_at":159,"publish_at":160,"formatted_created_at":161,"category":162,"links":163,"view_type":166,"video_url":85,"views":167,"likes":168,"lang":88,"comments_count":87,"is_pinned":105},"Advertising on QUASA","QUASA MEDIA is read by more than 400 thousand people a month. We offer to place your article, add a link or order the writing of an article for publication.","advertising-on-quasa","2022-07-06T07:33:02.000000Z","2025-12-15T17:33:02.000000Z","15.12.2025",{"title":58,"slug":63},{"image":164,"thumb":165},"https://quasa.io/storage/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg","large",69595,4,{"title":170,"description":171,"slug":172,"created_at":173,"publish_at":174,"formatted_created_at":175,"category":176,"links":177,"view_type":84,"video_url":85,"views":180,"likes":168,"lang":88,"comments_count":87,"is_pinned":105},"What is a Startup?","A startup is not a new company, not a tech company, nor a new tech company. You can be a new tech company, if your goal is not to grow high and fast; then, you are not a startup. ","what-is-a-startup","2021-08-04T12:05:17.000000Z","2025-12-17T13:02:00.000000Z","17.12.2025",{"title":65,"slug":66},{"image":178,"thumb":179},"https://quasa.io/storage/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp","https://api.quasa.io/thumbs/news-thumb/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp",67264,{"title":182,"description":183,"slug":184,"created_at":185,"publish_at":186,"formatted_created_at":187,"category":188,"links":189,"view_type":84,"video_url":85,"views":192,"likes":154,"lang":88,"comments_count":193,"is_pinned":105},"Top 5 Tips to Make More Money as a Content Creator","Content creators are one of the most desired job titles right now. Who wouldn’t want to earn a living online?","top-5-tips-to-make-more-money-as-a-content-creator","2022-01-17T17:31:51.000000Z","2026-01-17T11:30:00.000000Z","17.01.2026",{"title":19,"slug":20},{"image":190,"thumb":191},"https://quasa.io/storage/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.jpg",41326,1,{"title":195,"description":196,"slug":197,"created_at":198,"publish_at":199,"formatted_created_at":200,"category":201,"links":202,"view_type":166,"video_url":85,"views":205,"likes":154,"lang":88,"comments_count":87,"is_pinned":105},"8 Logo Design Tips for Small Businesses","Your logo tells the story of your business and the values you stand for.","8-logo-design-tips-for-small-businesses","2021-12-04T21:59:52.000000Z","2025-05-05T03:30:00.000000Z","05.05.2025",{"title":15,"slug":16},{"image":203,"thumb":204},"https://quasa.io/storage/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.jpg",40484,[207,208,209,210,211,212,213,214,215,216,217,218,219],{"title":23,"slug":24},{"title":47,"slug":48},{"title":55,"slug":56},{"title":43,"slug":44},{"title":51,"slug":52},{"title":31,"slug":32},{"title":35,"slug":36},{"title":27,"slug":28},{"title":19,"slug":20},{"title":15,"slug":16},{"title":58,"slug":63},{"title":11,"slug":12},{"title":65,"slug":66}]