Designing a printed circuit board means reading datasheets, choosing components, drawing schematics, routing traces and checking hundreds of design rules in professional tools that take years to learn. Even trained engineers get it wrong: companies average 2.8 board respins per project, at around $46,000 each.

Engineers have never had more help. In Atlassian's 2025 survey of 3,500 developers and managers, 68% said AI saves them more than 10 hours a week. Half said they lose more than 10 hours a week to organisational friction: hunting for information, switching between tools, waiting on other people. Across knowledge work more broadly, Atlassian found that teams spend a quarter of their time just searching for answers.

There are 76 million music creators worldwide, and MIDiA expects close to 200 million by 2030. Together they deliver 106,000 new tracks to streaming services every day. Most make music in a DAW (a digital audio workstation such as Ableton, Logic or FL Studio), and the thing they do most often inside it is search: scrolling sample libraries for a kick drum, a texture or a vocal that fits the key, tempo and feel of the track.