Before/After: Echo Labs Uses Generative Layouts to Reimagine Their Analytics Dashboard

AI · 6 min read

Echo Labs relied on manual layout design for its analytics dashboard, which limited the variety of starter templates offered to customers. The product design team piloted a generative layout tool that ingests dataset schemas and job statements, then outputs annotated layout candidates optimized for legibility, information density, and accessibility. Designers used these candidates as springboards rather than final artifacts.

The process reduced early exploration time and surfaced non‑obvious layout possibilities — for example, alternate card groupings and density variants tailored to mobile and large displays. After curation and usability testing, Echo Labs shipped a redesign with three new starter templates and an adaptive grid that adjusts widget emphasis based on recent user activity. New users creating dashboards now choose a suitable template faster and modify it with fewer clicks.

Metrics after the rollout: custom dashboard creation doubled, time-to-create decreased by 45%, and customers reported better alignment between default dashboards and their monitoring needs. Echo Labs documented the human+AI workflow: generative proposals, designer curation, and iterative testing, ensuring that AI augments creativity without eroding design intent.