Algolia
Product ManagerStrategicAug 6, 2026

Identify durable human-handoff adoption signals

Teams often want agents to help with consequential work without asking them to finish it alone.

The useful boundary may sit between faster automation and preserving meaningful human judgment.

We don’t need the agent to own the decision—we need it to stop cleanly and bring the right context.

Marta Fraser · Staff Software Engineer

Builds a procurement-assistance agent used by employees to prepare, but not finalize, vendor requests.

What pulls against what

  • reusable primitives vs. opinionated workflow value
  • autonomy expansion vs. human accountability
  • thin signals vs. directional commitment
  • broad demand vs. focused wedge

What is at stake

A broad handoff vision can become vague infrastructure. A focused, testable wedge can help teams safely expand the work their agents support

Why Algolia

At Algolia, this can matter because enterprise agents often need to remain helpful when confidence alone is not enough to proceed.

Written for

Discovery-led product managerEnterprise workflow PMAI interaction product strategist

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.