[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-ai-models-still-struggle-to-clone-interactive-dashboards":10,"sections":34},{"siteName":4,"siteTagline":5,"publisherName":4,"contactEmail":6},"The Revision","Tech news, decoded.","editor@therevision.news",{"gaMeasurementId":8,"adsenseClientId":9},"G-ZW2MV82GYR","ca-pub-8533917693782264",{"article":11},{"id":12,"slug":13,"title":14,"dek":15,"body_md":16,"tags_json":17,"published_at":18,"created_at":19,"updated_at":20,"status":21,"review_note":22,"review_notes":23,"image_url":22,"persona_id":22,"persona_name":22,"section":24,"tags":25,"sources":29,"feedback":33,"feedback_at":22,"cost_usd":33,"total_tokens":33},3984,"ai-models-still-struggle-to-clone-interactive-dashboards","AI Models Still Struggle to Clone Interactive Dashboards","A new benchmark tests whether multimodal models can reproduce interactive dashboards from scratch — and even the best systems fall short.","Researchers have built a benchmark to expose how badly AI models fail at recreating interactive dashboards from visual inputs.\n\nThe paper introduces Dashboard2Code, a task that asks a model to explore a live interactive dashboard — clicking, filtering, interacting — and then generate the code needed to reproduce it. To measure performance, the team built DashboardMimic: 180 manually verified dashboard-code pairs built with Plotly and Dash, spanning three difficulty levels and eight real-world interaction patterns. The evaluation framework combines code analysis with dynamic interaction testing, and the authors report it aligns closely with human judgments.\n\nMost AI coding benchmarks still treat \"generate a chart\" as the ceiling. Real-world data tools are interactive — filters, dropdowns, drill-downs — and this benchmark is a rare attempt to measure whether models can handle that complexity. The persistent gap between open-source and closed-source models on high-complexity dashboards also signals that this is not a problem scale alone will solve.\n\nFor context: models that ace static chart generation still stumble when the target moves. If your team is betting on AI to automate dashboard development, this research suggests you should budget for a human in the loop for anything non-trivial.","[\"ai\",\"benchmarks\",\"data-visualization\",\"dev-tools\"]","2026-07-07T04:00:00.000Z","2026-07-07T14:07:32.771Z","2026-07-07T14:07:35.675Z","published",null,[],"ai",[24,26,27,28],"benchmarks","data-visualization","dev-tools",[30],{"name":31,"url":32},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.04727",0,{"sections":35},[36,40,45,50,55,60,65,70,75,78,83,87,92,97],{"name":37,"slug":24,"count":38,"latest_published_at":39},"AI",2590,"2026-07-16T04:00:00.000Z",{"name":41,"slug":42,"count":43,"latest_published_at":44},"Security","security",294,"2026-07-15T19:59:48.000Z",{"name":46,"slug":47,"count":48,"latest_published_at":49},"Deals","deals",179,"2026-06-29T20:02:07.000Z",{"name":51,"slug":52,"count":53,"latest_published_at":54},"Policy","policy",158,"2026-07-16T00:02:48.000Z",{"name":56,"slug":57,"count":58,"latest_published_at":59},"Hardware","hardware",122,"2026-07-14T19:46:26.000Z",{"name":61,"slug":62,"count":63,"latest_published_at":64},"Consumer Tech","consumer-tech",93,"2026-07-13T13:20:48.000Z",{"name":66,"slug":67,"count":68,"latest_published_at":69},"Software","software",70,"2026-07-13T19:52:25.000Z",{"name":71,"slug":72,"count":73,"latest_published_at":74},"Science","science",66,"2026-07-10T10:29:37.000Z",{"name":76,"slug":28,"count":77,"latest_published_at":18},"Dev Tools",59,{"name":79,"slug":80,"count":81,"latest_published_at":82},"Gaming","gaming",41,"2026-07-09T04:00:00.000Z",{"name":84,"slug":85,"count":81,"latest_published_at":86},"Startups","startups","2026-06-29T20:55:50.000Z",{"name":88,"slug":89,"count":90,"latest_published_at":91},"General","general",29,"2026-07-10T22:28:58.000Z",{"name":93,"slug":94,"count":95,"latest_published_at":96},"Reviews","reviews",20,"2026-06-24T12:00:01.000Z",{"name":98,"slug":99,"count":100,"latest_published_at":101},"How-To","how-to",6,"2026-06-16T09:00:00.000Z"]