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AI-powered work simulations, built to evaluate judgment.

Secondframe uses AI-powered Work Simulations to help you assess how candidates reason through ambiguity, constraints, and real-world trade-offs, which are the signals that predict impact on your team.

Assessment in progress34:12

Incident Resolution

A critical data pipeline is failing intermittently, causing delays in downstream processing. You have limited information and several teams are involved.

Judgment profile
FIASCTCICC
Candidate
Internal Avg
Industry Avg

01Work Simulations

Candidates work through realistic, open-ended work simulations that mirror the complexity of engineering. Not what they memorized.


Architecture decisions

Evaluate how candidates design systems, make trade-offs, and adapt to evolving constraints.

Incident resolution

See how they triage issues, reason with incomplete information, and prioritize under pressure.

Systems reasoning

Assess how they break down problems, surface assumptions, and evaluate consequences.

02Structured Judgment Profiles

Every assessment produces a signal-rich profile across five core dimensions of engineering judgment.


Frame interrogation

How deeply they question and clarify the problem.

Assumption surfacing

How well they uncover hidden assumptions.

Consequence tracing

How thoroughly they anticipate outcomes.

Constraint integration

How effectively they balance real-world constraints.

Communication calibration

How clearly they communicate and adapt their message.

FIASCTCICC
Candidate
Internal Avg
Industry Avg
Dimension breakdown
Frame interrogation (FI)8.5/10
Assumption surfacing (AS)6.5/10
Consequence tracing (CT)8/10
Constraint integration (CI)7.1/10
Communication calibration (CC)7.5/10

03Internal team benchmarks

Establish an internal hiring bar for each role and level.


Senior Backend Engineer

Internal benchmark
Your team benchmark (P50)
P50
0255075100
Candidate score
72
0255075100

Compare candidates against the people who already succeed on your team.

04Industry benchmarks

Get external context to make more confident, data-informed hiring decisions.


Staff Frontend Engineer

Industry benchmark
Industry benchmark
65
0255075100
Candidate score
68
0255075100

Get external context to make more confident, data-informed hiring decisions.

05Built for structured hiring decisions

Consistent comparisons

Evaluate candidates on the same signals that matter.

Shared language across panels

Align hiring teams with clear, structured judgment dimensions.

Observable signals

Grounded in what candidates actually say and do.

Better hiring decisions start with better signals.