Product teams generate ideas constantly but lack a structured way to evaluate them. Design reviews are subjective. Good ideas die in meetings. Bad ideas ship unchallenged. And when a design is approved, the handover from Figma to code introduces drift and delays. “Design reviews depend on who’s in the room. Different stakeholders, different opinions, no framework.” “We shipped a “better” onboarding flow and conversion dropped. Nobody evaluated it against conversion principles before launch.” “Designers create beautiful Figma files. Engineers rebuild them from scratch. The translation layer is where quality gets lost.” “We have no institutional memory of what works. Every team relearns the same UX lessons.” The core issue: ideation and review are disconnected from data, inconsistent across teams, and outputs stay in design tools rather than flowing into production. Teams reinvent, guess, and ship without evidence — then lose the learnings.

Built With

  • agents
  • bifrost
  • elasticworkflow
  • kgateway
  • mcp
  • python
  • react
  • vectordb
  • vercel
Share this project:

Updates