The Engineering Judgment
Platform.

Secondframe uses realistic engineering simulations to show how people frame problems, test assumptions, work with AI, and make consequential decisions. Use that evidence to hire beyond coding puzzles, develop engineers for the AI era, and raise decision quality across your organization.

BEFORE: PUZZLE-BASED INTERVIEWS
Watch candidates solve rehearsable problems.Then infer how they will perform at work.
Whiteboard Problems
Behavioral Questions
Coding Challenges
What you're really measuring
LuckOn the right day
MemorizationOf frameworks and patterns
CharismaNot capability on the job
Indirect evidence. High uncertainty.
WITH SECONDFRAME
Watch engineers make realistic decisions.Then evaluate the behavior you observed.
Realistic Simulation
AI Teammate Collaboration
Tools & Data They'd Use
Decisions with Consequences
What you actually measure
JudgmentUnder ambiguity
Problem SolvingIn context
CommunicationThat drives alignment
ExecutionThat gets results
Job-relevant evidence. More informed decisions.

Real decisions. Observable evidence. Better engineering judgment.

A realistic engineering decision, observed end to end.

An engineer enters a time-bound work scenario such as a production incident. They inspect the available context, communicate with simulated teammates, evaluate AI advice, and choose what to do under real constraints. Secondframe turns those observable actions into reviewable evidence; it is not a quiz or a coding puzzle.

ReactiveLive
  • Incident Response
  • Postmortem
  • On-Call Escalation
  • Cross-Service Bug Triage

Available now: Incident Response, a production-incident simulation with an AI teammate and a structured judgment report. Additional decision formats are in development.

Live preview — Incident Response simulation
Pied Piper
Staff · Backend Engineer assessment
34:22remaining
Channels
#incident-management
#leadership-update2
Direct messages
SC
Sarah Chen
DP
Dev Patel1
#

incident-management

P0 active
Payments service degradation · Black Friday · 8 members
Today
SC
Sarah ChenVP Engineering09:08
Payments is throwing errors. Dev Patel is on-call and has pulled metrics. We have Black Friday peak in 38 minutes. Need all hands.
DP
Dev PatelOn-call09:09
Seeing 12% error rate on the payments API. Postgres replica lag is at 4.2s and climbing. Architecture diagram is pinned at the top of this channel.
You
YouCandidate09:10
Before assuming it is a DB issue, I want to know what changed in the last deploy window. The replica lag could be a symptom not the root cause.
Assumption surfacing
Enter to send · Shift + Enter for new line

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Architecture
Affected
Degraded
Stable

Evaluate the decisions senior engineers are actually hired to make.

Coding puzzles can show whether someone can produce a known answer. A simulation provides direct evidence of how they investigate ambiguity, weigh trade-offs, communicate, and respond when an AI assistant may be wrong.

Job-relevant decisions

Observe investigation, prioritization, trade-offs, and communication inside a realistic engineering situation.

Comparable evidence

Give candidates the same scenario and review their decisions against the same structured dimensions.

Reviewable results

Use a judgment report to revisit observed behavior instead of relying on interview impressions alone.

A structured record of how an engineer reached a decision.

The report connects observed behavior to five consistent dimensions of engineering judgment. When an AI teammate participates, Trust Calibration separately shows whether its advice was verified, over-trusted, or appropriately challenged.

Frame Interrogation
Assumption Surfacing
Consequence Tracing
Constraint Integration
Communication Calibration
AR
Alex RiveraStaff Software Engineer
82/100
Overall score
82/100
Engineering judgment dimensionsScores from 0 to 100, with optional benchmark comparisons.FIASCTCICC
Candidate
Internal Avg
Industry Avg
Engineering judgment dimensions: data table
DimensionCandidateInternal AvgIndustry Avg
FI859265
AS725888
CT908060
CI658545
CC887095
Dimension Breakdown
Frame Interrogation (FI)
85 / 100
Assumption Surfacing (AS)
72 / 100
Consequence Tracing (CT)
90 / 100
Constraint Integration (CI)
65 / 100
Communication Calibration (CC)
88 / 100
Candidate 1 of 5

One judgment model.
Two distinct workflows.

Hiring assessments evaluate a candidate for a role. Learning courses and private practice help an engineer improve. The experiences are separate; the skill being developed is the same.

Hire, develop, and lead with better evidence about decisions.

PHASE 01: NOWLIVE

Hiring assessment

Replace puzzle interviews with a realistic Incident Response simulation and a structured report of how each candidate reasoned, communicated, and worked with AI.

PHASE 02: NEXT

Engineering judgment training

Develop the judgment needed in AI-assisted engineering through an immersive course, focused instruction, mini-simulations, coaching, and a capstone.

PHASE 03: FUTURE

Organization insight

Help engineering leaders understand recurring decision strengths and development needs across teams without reducing people to coding-test scores.

I've sat in the incident channel at 2am watching a senior engineer chase the wrong signal while the real problem sat one layer down. The interviews that hired them never once tested for that. Secondframe exists because the moment that actually reveals whether someone is ready for a senior role isn't a whiteboard question, it's exactly that kind of moment. We built a way to see it before the job offer, not after the outage.
Srikanth K Hari
Srikanth K Hari
Founder, Secondframe

Where do you start?

Candidates run their first simulation free · Teams join by early access