What needed to change.
Research teams needed a repeatable way to summarize pages, keep formatting consistent, and reduce time spent on manual note-taking.
How we approached delivery.
We built a constrained workflow: capture page context, generate summaries with guardrails, and export outputs in a consistent format so downstream users can trust it.
What we shipped.
- Extension UX for capture and review
- Server-side processing for consistent export formatting
- Workflow guardrails for predictable outputs
- Integration-ready endpoints for future automation
How to read this case study.
We describe what was built and why it matters for reliability. We avoid claiming accuracy or model performance beyond what the product controls (formatting and workflow).