Reader AI product interface. Saved articles become readable context inside a focused mobile library.
Saved articles become readable context inside a focused mobile library.
Reader AI product interface. Analysis controls connect long-form reading with AI-assisted exploration.
Analysis controls connect long-form reading with AI-assisted exploration.

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.

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