Bringing AI in at Verkada

Check what specs claim when calls don't prove entry

Published Oct 29, 2026

You’re a forward deployed engineer working with Verkada’s product team. The team is in the room.

The setting

makes cloud-managed physical security systems for organizations with many sites. Its lets people manage doors, access schedules and user credentials from web and mobile devices.

A successful visitor interaction is not the same evidence as a recorded entry.

Audit-reporting drafts need useful context from calls without treating that context as proof of physical access.

Who you’d be doing this for

“The auditor asked who actually entered, and I had to explain that the call record only showed who answered.”

Riyad Aoun · Security Administrator · a character in this brief

Prepares access evidence for a facilities audit spanning several offices.

What is at stake

PM reviewers dispute seven claims in audit-reporting drafts because visitor calls don't clearly prove entry. You decide whether the checker can flag a missing entry record as a gap, or must leave that interpretation as a question for the PM.

Why it isn’t already fixed

Every obvious fix costs something else. That’s the part you’d have to decide.

  • interaction context vs proof of entry
  • edge-case coverage vs annotation noise
  • consistent checks vs legitimate product uncertainty
  • customer detail vs evidence minimization

Why Verkada

Intercom and Voice Directory evidence sits beside door records in specs that shape what security administrators can tell an auditor.

Written with these in mind

Evidence-minded forward deployed engineersEngineers building human-supervised evaluation systems

Not your kind of problem? 77 more at Verkada, or browse every organization.

Where the organization context comes fromThe postings this brief was written from, and the reporting read before it.

The organization context comes from public information. The situation and characters are written for the brief.

Job postings it was written from

Public descriptions of the work at Verkada. They are listed as sources, not as openings. The lines under a posting are its own words, where it meets this brief.

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.

Other live briefs connected to this one, and what connects them.

Similar problems at other organizations

Like this one, each of these turns on crossing a deadline that can't be undone.

The same setting, from another role

Each is set around Verkada’s Access Control, written for a different role. They’re separate briefs, not the same scenario.

Other problems with a similar purpose

In each of these, as in this one, the aim is to find the real question hiding behind incomplete evidence and choose a reversible next step instead of guessing.