Feature

AI scoring

Per-question scoring grounded in the transcript. Every rating points back to what was said, with an AI second opinion that supports the panel, never replaces it.

Scorecard · Priya N. · System Design
Scalability & trade-offs
Failure modes
Communication
AI summary

Strong on trade-offs; hedged on failure modes when the store goes down.

cited 04:12 cited 18:40
Panel consensusARJLMSKO
01

Grounded in the transcript

The AI cites the exact moments behind a score, with timestamps. Reviewers can check the evidence in one click.

Scorecard · Priya N. · System Design
Scalability & trade-offs
Failure modes
Communication
AI summary

Strong on trade-offs; hedged on failure modes when the store goes down.

cited 04:12 cited 18:40
Panel consensusARJLMSKO
02

Calibrated rubrics

Score against expected answers on a consistent scale. The same bar applies to every candidate for the role.

Question · expected answer
“Design a rate limiter for the API gateway.”
Strongexpected signal
Mixedexpected signal
Weakexpected signal
03

A second opinion, not a verdict

The AI summary sits beside the panel’s scores. People decide; the model just makes the evidence easy to find.

Decision · Offer
Senior Backend Engineer
Priya N. · Onsite panel
Hire
Level
L5
Start
Aug 4
Recommendation
Strong
Panel
4 of 4
Signed by hiring panel
ARJLMSKOLocked
Audit trail · 28 events · last edit 2h ago
Transcript citations
Every rating links to a snippet.
Per-question scales
Calibrated 1–5 scoring.
AI second opinion
Supports the panel, never overrides.
Bias auditing
Flag patterns across panels.

More features

Explore the rest of the platform.

FAQ

Good to know.

No. It summarises and cites evidence. Scoring and the decision stay with your panel.

From the interview transcript, with timestamps, so any score can be checked against what was actually said.

No. AI runs via the Anthropic Claude API with no training on your data and metadata-only logging.

Yes, scoring works with or without the AI second opinion enabled.

Hire with the same signal in front of every interviewer.

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