Notion
AI / ML EngineerAppliedAug 6, 2026

Complete permission-aware multi-source cited answers

Answers can sound complete while leaving out the record that changes the decision.

Broader context improves usefulness, but each added source carries relevance and access costs.

The answer sounds confident, then I still have to hunt through the database myself.

Anh Rahman · People Operations Partner

Uses workspace knowledge and linked employee-process records to answer policy and staffing questions.

What pulls against what

  • answer completeness versus access control
  • retrieval breadth versus latency
  • behavioral telemetry versus reviewed relevance
  • quarterly improvement versus vendor speed

What is at stake

Incomplete answers force teams back into manual search. Better grounded retrieval can reduce reformulation without exposing restricted information

Why Notion

At Notion, it often matters because knowledge and structured work are intended to be used together.

Written for

RAG engineerSearch relevance specialistApplied ML systems builder

This is the setup. The work is inside.

Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.