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Sarah Miller — Video interview · R2
14:32 / 32:08
85
Strong system design + clear communication. Some gaps on distributed systems trade-offs.
32 min · Video interview · 24 Apr
STRONG HIRE
Strengths
Clean system design walkthrough
Articulate trade-off framing
Used real production examples
Concerns
Eventual consistency confusion
Light on observability practices
Hesitant on horizontal scaling
Next Steps
Probe distributed systems in R2
Pair on incident-response scenario
Schedule senior architect chat
System Design88
Communication82
Problem Solving79

Where hiring meets intelligence

AI-scored evaluations with evidence for every competency
Resume Match
MC
Mike Chen
System DesignGoLeadership
92%Strong
RP
Raj Patel
Problem SolvingPythonDist. Systems
85%Good
SM
Sarah Miller
CommunicationJavaScale
71%Maybe
Competency Scorecard
MC
Mike ChenHIRE78
Problem Solving
8.2
System Design
7.5
Communication
6.8
Culture Fit
8.0
Concern at 14:32 — weak on distributed systems
Skill Radar
MC
Mike Chen78 / 100
Problem Solving8.2System Design8.8Communication7.0Culture Fit8.0Leadership7.5
Competency Score
Candidate Intelligence
Coding, system design, product sense — skill rounds are defined by you, not a fixed menu
Interview Status
MC
Mike Chen
System Design · 78/100 · 24 min
✓ Completed
RP
Raj Patel
Coding · 14:32 elapsed
Live
SM
Sarah Miller
Product Sense · Tomorrow 2:00 PM
Scheduled
Interview Timeline
2:10
Introduction & warm-up
8:45
Problem solving approachStrong
14:32
Distributed systemsConcern
22:05
Culture fit examplesStrong
Audio Evidence
14:32
Duration: 0:38
Concern
“I think eventual consistency is when... the data just takes time to sync up?”
Showed uncertainty on distributed systems fundamentals. Follow-up recommended.
AI Interviews
Compare candidates side by side with data, not gut feel
Candidate Ranking
MC
Mike Chen
System Design round · Low risk
78HIRE
RP
Raj Patel
Coding round · Med risk
74HIRE
SM
Sarah Miller
Product Sense round · Med risk
65MAYBE
Head-to-Head
MC MikevsRaj RP
8.8
Sys Design
7.5
7.6
Problem Slv
8.2
7.8
Comms
6.8
8.0
Culture Fit
8.0
▲ Mike leads overall (78 vs 74)
Debrief Report
Backend Engineer Pipeline
Generated Apr 3, 2026
3Screened
2Recommended
1At Risk
✓ Sent to hiring-manager@company.com
Insights & Decisions
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