[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"nav-categories":3,"article-what-do-these-companies-have-in-common-they-get-guaranteed-ai-impact-or-their-money-back":66},{"data":4},[5,53,60],{"name":6,"slug":7,"categories":8},"Tech","tech",[9,13,17,21,25,29,33,37,41,45,49],{"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",{"id":38,"title":39,"slug":40},28,"Technology","technology",{"id":42,"title":43,"slug":44},32,"Artificial Intelligence","artificial-intelligence",{"id":46,"title":47,"slug":48},26,"Security and protection","security-and-protection",{"id":50,"title":51,"slug":52},31,"YouTube Blog","youtube-blog",{"name":54,"slug":55,"categories":56},"News","news",[57],{"id":58,"title":54,"slug":59},18,"quasanews",{"name":61,"slug":62,"categories":63},"Business","business",[64],{"id":65,"title":61,"slug":62},16,{"post":67,"published_news":92,"popular_news":150,"categories":221},{"title":68,"description":69,"meta_title":68,"meta_description":69,"meta_keywords":70,"text":71,"slug":72,"created_at":73,"publish_at":74,"formatted_created_at":75,"category_id":38,"links":76,"view_type":81,"video_url":82,"views":65,"likes":83,"lang":84,"comments_count":83,"category":85},"What Do These Companies Have in Common? They Get Guaranteed AI Impact — Or Their Money Back","A growing number of large enterprises are discovering a painful truth: AI coding tools can burn through budgets faster than anyone expected.","The age of “just use more AI” is ending. The new era is about guaranteed impact.","\u003Cp>A growing number of large enterprises are discovering a painful truth: AI coding tools can burn through budgets faster than anyone expected.\u003C/p>\n\n\u003Cp>\u003Cpicture>\u003Csource srcset=\"https://cdn.quasa.io/photos/0001/image-2026-06-07t132642591.webp\" type=\"image/webp\">\u003Cimg alt=\"What Do These Companies Have in Common? They Get Guaranteed AI Impact — Or Their Money Back\" class=\"image-align-right\" height=\"201\" src=\"https://cdn.quasa.io/photos/0001/image-2026-06-07t132642591.jpg\" width=\"300\" />\u003C/picture>Uber’s CTO recently made headlines when he revealed the company had already exhausted its \u003Cstrong>entire 2026 AI budget\u003C/strong> just four months into the year after rolling out Claude Code to thousands of engineers. Similar stories are popping up across the industry — teams disabling GitHub Copilot, Claude Code, or other agentic tools because token spend exploded beyond all forecasts.\u003C/p>\n\n\u003Cp>The core problem? Companies want real productivity, not just token volume. And now, one AI company is putting its money where its mouth is.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>Cognition’s Bold Move: The AI Productivity Guarantee\u003C/strong>\u003C/h4>\n\n\u003Cp>\u003Ca href=\"https://quasa.io/projects/cognition\">\u003Cstrong>Cognition\u003C/strong>\u003C/a> (the team behind the autonomous AI software engineer \u003Cstrong>Devin\u003C/strong>) just announced something remarkable for its enterprise customers: a \u003Cstrong>Productivity Guarantee\u003C/strong>.\u003C/p>\n\n\u003Cp>\u003Cstrong>\u003Cpicture>\u003Csource srcset=\"https://cdn.quasa.io/photos/0001/image-2026-06-07t132644892.webp\" type=\"image/webp\">\u003Cimg alt=\"What Do These Companies Have in Common? They Get Guaranteed AI Impact — Or Their Money Back\" class=\"image-align-right\" height=\"447\" src=\"https://cdn.quasa.io/photos/0001/image-2026-06-07t132644892.jpg\" width=\"300\" />\u003C/picture>Here’s how it works:\u003C/strong>\u003C/p>\n\n\u003Cul>\n\t\u003Cli>Cognition built a specialized AI evaluator that reviews every completed Devin session.\u003C/li>\n\t\u003Cli>For each session it answers two questions:\u003C/li>\n\u003C/ul>\n\n\u003Cp>1. Did this produce genuinely useful output?\u003C/p>\n\n\u003Cp>2. If yes — how many hours would a human engineer have needed to achieve the same result?\u003C/p>\n\n\u003Cul>\n\t\u003Cli>These hours are multiplied by a standardized developer hourly rate and aggregated over a long period (typically the annual contract).\u003C/li>\n\t\u003Cli>At the end of the period, if the total estimated value is lower than what the customer paid, \u003Cstrong>Cognition refunds the difference in credits\u003C/strong> — up to \u003Cstrong>$10 million\u003C/strong>.\u003C/li>\n\u003C/ul>\n\n\u003Cp>It’s the first time a major AI agent company has offered a true performance-based financial commitment at enterprise scale.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>How the Estimator Actually Works\u003C/strong>\u003C/h4>\n\n\u003Cp>Cognition’s technical blog post explains the system in detail. The estimator has access to the full session trace: user prompt, every action Devin took, PRs created, and deep codebase context. It deliberately tries to be conservative and unbiased.\u003C/p>\n\n\u003Cp>Individual session estimates can be noisy (as expected with any LLM-based predictor), but because errors are roughly unbiased, they cancel out when you look at thousands of sessions over months. The model was validated against real human engineer self-assessments and shows strong correlation in aggregate.\u003C/p>\n\n\u003Cp>This isn’t vaporware — it’s already running with enterprise customers.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>Why This Matters\u003C/strong>\u003C/h4>\n\n\u003Cp>\u003Cpicture>\u003Csource srcset=\"https://cdn.quasa.io/photos/0001/image-2026-06-07t132647278.webp\" type=\"image/webp\">\u003Cimg alt=\"What Do These Companies Have in Common? They Get Guaranteed AI Impact — Or Their Money Back\" class=\"image-align-left\" height=\"298\" src=\"https://cdn.quasa.io/photos/0001/image-2026-06-07t132647278.jpg\" width=\"200\" />\u003C/picture>For years, AI vendors have sold on hype, benchmarks, and usage metrics. Enterprises are now demanding something much simpler: \u003Cstrong>prove that this is worth the money\u003C/strong>.\u003C/p>\n\n\u003Cp>Cognition is betting that Devin delivers enough real engineering value that they’ll rarely (if ever) have to pay out the guarantee. By putting a $10M cap on the line, they’re forcing the entire industry to think harder about outcomes instead of just token consumption.\u003C/p>\n\n\u003Cp>Other players are watching closely. OpenAI and Anthropic, whose models power much of the current agent wave, face similar pressure from customers whose spend has gone parabolic. Expect more outcome-based pricing experiments in the coming quarters.\u003C/p>\n\n\u003Cp>Also read:\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/new-media-of-the-day-tech-founders-playing-mafia-finally-something-fun\">New Media of the Day: Tech Founders Playing Mafia — Finally, Something Fun\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/bot-traffic-surpasses-human-traffic-for-the-first-time-thanks-to-ai-agents-says-cloudflare-ceo\">Bot Traffic Surpasses Human Traffic for the First Time — Thanks to AI Agents, Says Cloudflare CEO\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/amazon-mgm-studios-and-aws-launch-genai-creators-fund-and-project-nara-a-new-era-for-ai-powered-video-production\">Amazon MGM Studios and AWS Launch GenAI Creators’ Fund and Project Nara: A New Era for AI-Powered Video Production\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/honda-unveils-first-flight-of-its-massive-passenger-evtol-a-new-era-of-hybrid-air-mobility\">Honda Unveils First Flight of Its Massive Passenger eVTOL: A New Era of Hybrid Air Mobility\u003C/a>\u003C/li>\n\u003C/ul>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>The Bottom Line\u003C/strong>\u003C/h4>\n\n\u003Cp>The age of “just use more AI” is ending. The new era is about \u003Cstrong>guaranteed impact\u003C/strong>.\u003C/p>\n\n\u003Cp>Companies that adopt serious AI agents now have a new question to ask vendors:  \u003C/p>\n\n\u003Cp>“\u003Cstrong>What happens if it doesn’t actually save us time and money?\u003C/strong>”\u003C/p>\n\n\u003Cp>Cognition just gave one of the strongest answers in the market so far.\u003C/p>\n\n\u003Cp>If you’re a CTO or engineering leader wrestling with AI ROI — this is the conversation you should be having with every vendor.\u003C/p>\n\n\u003Cp>The tools are powerful.  \u003Cbr />\nNow they’re finally being asked to earn their keep.\u003C/p>","what-do-these-companies-have-in-common-they-get-guaranteed-ai-impact-or-their-money-back","2026-06-07T11:28:51.000000Z","2026-06-09T06:25:00.000000Z","09.06.2026",{"image":77,"image_webp":78,"thumb":79,"thumb_webp":80},"https://cdn.quasa.io/images/news/i2SlzEUcZK2WPrhVfkczjzLy6ERugwwUtrQC1Z63.jpg","https://cdn.quasa.io/images/news/i2SlzEUcZK2WPrhVfkczjzLy6ERugwwUtrQC1Z63.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/i2SlzEUcZK2WPrhVfkczjzLy6ERugwwUtrQC1Z63.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/i2SlzEUcZK2WPrhVfkczjzLy6ERugwwUtrQC1Z63.webp","small",null,0,"en",{"id":38,"title":39,"slug":40,"meta_title":86,"meta_description":87,"meta_keywords":88,"show_on_homepage":89,"deleted_at":82,"created_at":90,"updated_at":91,"lang":84},"Technology | AI Breakthroughs and Fresh News | QUASA","All the most interesting and useful about technologies. 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