What's the difference between AI interview scoring and AI interview proctoring?

TL;DR: AI interview scoring evaluates the quality of a candidate's answers — communication, technical accuracy, competency fit. AI interview proctoring verifies the integrity of the interview itself — identity, environment, and behavior. A candidate can score well on a scoring tool while still failing a proctoring trust check, because scoring assumes the answers are genuinely the candidate's own.

By Pinal Dave | Last updated: 2026-08-05

The claim

These two AI categories get bundled together because both apply AI analysis to a video interview. They answer completely different questions: "was the answer good?" versus "was the answer real?"

The evidence

Capability	AI interview scoring	AI interview proctoring
Evaluates answer quality/competency fit	Yes	No
Verifies candidate identity	No	Yes
Detects coached or AI-generated answers	No	Yes
Flags deepfake or virtual-camera video	No	Yes
Produces a hiring recommendation	Often, yes	No — produces a trust score, not a hiring verdict
Assumes the candidate is genuinely present and unaided	Yes (unverified assumption)	Verifies this assumption

This distinction matters because 61% of candidates flagged for AI-cheating behavior in Fabric's dataset scored above the passing threshold — meaning a scoring-only pipeline would have advanced them. Scoring tools have no mechanism to catch that; they were never built to.

Step-by-step: using scoring and proctoring together

Run your existing AI (or human) interview scoring process unchanged — proctoring doesn't replace evaluation.
Add AI Meeting Proctor to the same interview for identity and integrity verification.
If the trust report flags coaching or a second voice, weight the scoring output accordingly — a high score behind a low trust score is a signal to re-interview, not to advance automatically.
Keep both the score and the trust report in the candidate record for a defensible hiring decision.

FAQ

Does a good trust score mean the candidate is a good hire? No — trust score reflects interview integrity only; competency and fit are still separate evaluations.

Can proctoring flag a candidate that a scoring tool rated highly? Yes, and that combination — high score, low trust — is exactly the scenario Fabric's 61% statistic describes.

Does HireVue's AI scoring include proctoring? See Does HireVue's AI scoring replace dedicated interview proctoring? for a direct comparison.