VeriViva

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Why AI should never be the one who decides

VeriViva prepares the evidence. A named person makes the call. Here's why we hold that line, and what it means in practice.

Paul Cooper

· 1 min read

LinkedIn
On this page
  1. What the AI does
  2. What people do
  3. The safeguards behind that

What the AI does

VeriViva uses AI to do the slow parts well: drafting questions from your approved procedures for a coordinator to approve, asking only those approved questions, and suggesting how well each answer met the standard. That saves reviewers a lot of time.

What people do

The decision about whether someone has shown enough understanding belongs to a person who knows the work and can be asked about it later. The reviewer accepts or changes each AI suggestion and says why when they differ, and a named person is always responsible for the overall Viva decision.

If a decision affects someone's job, someone should be able to explain it.

The safeguards behind that

  • Every Viva decision names the person who recorded it.
  • Reviewers see the evidence and the source procedure side by side.
  • Assessment is on content only: no facial, emotion, accent or honesty analysis.
  • Our full position is on the Principles page.

Paul Cooper

Technical Architecture & AI Engineering Lead

Leads the technical architecture and AI engineering direction, turning the concept into a scalable, secure, production-ready platform.

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