Motif: Discovering and Automating Personal Web Workflows

Jul 14, 2026

Motif is a system that passively observes browser activity to identify recurring interaction patterns and recommends automations to users. In a study with eight participants, Motif discovered more automatable patterns than users identified themselves, and most participants found the generated programs useful and relevant to their routines.

Why it matters: Motif represents a shift toward system-initiated automation, potentially making web workflow automation more accessible to non-technical users by removing the need for them to explicitly identify tasks to automate.

Full story at: arXiv Software Engineering ↗