Operating problem

AI reading workflows are easy to demo and harder to turn into useful account, sync, mobile, and cross-content behavior.

What changed

The product connected AI-assisted content handling with user-facing reading flows, authentication, sync, and store distribution.

System scope

• AI-assisted content workflows
• Cross-platform mobile release
• Auth, sync, and account UX
• Reading-focused product flows

Technical constraints

• Turn articles, documents, markdown, and video transcripts into one dependable reading model.
• Synchronize accounts, saved material, and analysis state across mobile releases.
• Fit AI-assisted actions into a focused reading surface without sacrificing legibility or user control.