%20--%3e%3csvg%20version='1.1'%20xmlns='http://www.w3.org/2000/svg'%20xmlns:xlink='http://www.w3.org/1999/xlink'%20x='0px'%20y='0px'%20viewBox='0%200%20250%2076.3'%20style='enable-background:new%200%200%20250%2076.3;'%20xml:space='preserve'%3e%3cstyle%20type='text/css'%3e%20.st0{display:none;}%20.st1{display:inline;}%20.st2{fill:%23FF12D2;}%20.st3{fill:%2317C1FC;}%20.st4{fill:%23FDDB3A;}%20.st5{fill:%2341444B;}%20.st6{fill:%23FFFF00;}%20.st7{fill:%23101010;}%20.st8{fill:%230059FF;}%20.st9{fill:%23FFFFFF;}%20.st10{fill:%232D2D2D;stroke:%23231F20;stroke-miterlimit:10;}%20.st11{fill:none;stroke:%2300478E;stroke-width:0.25;stroke-miterlimit:10;}%20%3c/style%3e%3cg%20id='Layer_1'%20class='st0'%3e%3c/g%3e%3cg%20id='Layer_2'%3e%3cg%3e%3cpath%20class='st7'%20d='M71,28.2L51.3,58.8H41.2V28.2L21.1,58.8H11l27.7-41.2h11.4v28l18.4-28h11.4v41.2H71V28.2z'/%3e%3cpath%20class='st7'%20d='M91.8,27.5v19.7c0,3.5,1.6,5,5.4,5c3.8,0,5.3-1.5,5.3-5V27.5h8.2v20.8c0,6.5-2.5,10.5-13.5,10.5%20s-13.9-4-13.9-10.4V27.5H91.8z'/%3e%3cpath%20class='st7'%20d='M132.7,36.8c-0.1-3.3-2.6-4.2-5.4-4.2c-2.1,0-5.2,0.2-5.2,2.8c0,6.1,19.2,0.7,19.2,13.5c0,8.1-6.8,10-13.4,10%20c-6.7,0-14.8-2.4-14.8-10.6h8.6c0,3.3,3.2,4.7,6.1,4.7c2.2,0,5.5-0.5,5.5-3.1c0-3.4-5.2-3.7-8.1-4.4c-5.1-1.3-11-3.1-11-9.8%20c0-7.3,7.5-8.9,13.3-8.9c7.2,0,12.4,2.8,12.9,10H132.7z'/%3e%3cpath%20class='st7'%20d='M151.2,45c0.3,4.3,3,7.1,6.6,7.1c2.6,0,4.7-1.2,5.2-3.1h8.6c-1.7,6.1-6.9,9.8-13.5,9.8%20c-10.1,0-15.3-5.8-15.3-16.6c0-9.4,5.4-15.5,14.8-15.5c8.7,0,14.5,5.5,14.5,15.6c0,0.9-0.1,1.8-0.1,2.7H151.2z%20M163.7,39.8%20c-0.3-4.2-2.3-6.3-6.1-6.3c-3.8,0-6,2-6.3,6.3H163.7z'/%3e%3cpath%20class='st7'%20d='M174.8,58.8l0-41.4h8.2l0,14.7c1.6-4.1,5.1-5.5,8.9-5.5c7.8,0,12.5,6.6,12.5,15.8c0,10.2-5.5,16.4-13.2,16.4%20c-3,0-6.6-1.4-8.2-5.5l-0.1,5.5H174.8z%20M195.9,42.8c0-6.4-2.5-9-6.5-9c-4.3,0-6.8,3.2-6.8,9.1c0,6.3,2.8,9.1,6.8,9.1%20C193.4,52,195.9,49.3,195.9,42.8z'/%3e%3cpath%20class='st7'%20d='M207.5,24.7v-7.2h8.4v7.2H207.5z%20M207.5,58.8V28.3h8.4v30.5H207.5z'/%3e%3cpath%20class='st7'%20d='M232.8,58.8h-8.2V34.3h-5.8v-6h5.8V17.4h8.2v10.9h6.3v6h-6.3V58.8z'/%3e%3c/g%3e%3c/g%3e%3cg%20id='Layer_3'%3e%3c/g%3e%3c/svg%3e)
Essay · July 8, 2026
AI that earns its place
An anti-AI-washing stance: run the opportunity assessment before you design the chat box.
Most products don't need a chat box. They need one specific bottleneck removed, and sometimes a model is the cheapest way to remove it.
That's why the audit comes first. We map user pain to capability, then decide where intelligence belongs inside existing interactions.
Woven in, AI elevates a product. Bolted on, it becomes a tab nobody opens.
Why I joined Musebit AI
After a decade designing assistants inside large organisations, the interesting work moved to small, hyper-focused teams. Here's why.
Designing for uncertainty
AI-native interfaces are probabilistic. Confidence, provenance and a graceful path to correction are now core UI primitives.