JobStackAI
Introducing the Scenario Engine™

Hire for fit. Not just skill.

JobStack AI goes beyond coding tests. We simulate your team, culture, and work environment — so you know they'll thrive before day one.

J
JobStack Pro
Inbox4
My Candidates
Assessments
Engineering
Backend
Frontend
DevOps
Platform
Analytics
Team
JD
John DoeRecruiter Admin
Engineering/Backend Candidates
SC
AR
+3

In Review

4
Sarah Chen92%
Senior Backend Engineer • 5y Exp
ReactNode.jsSQL
SC
Just now
JS-294
Alex Rivera--
Frontend Developer
In Review/JS-294
SC

Sarah Chen

Senior Backend Engineer • Application #294

Strong HireTechnical Leader
JD
John Doecompleted code review
2h ago

Exceptional solution. The SQL optimization was clever and handled edge cases well.

Scorecard

Algorithm95/100
System Design88/100

Skill Velocity

Top 5%
solution_v2.sql
WITH UserStats AS (
SELECT user_id, COUNT(*) as login_count
FROM logins
WHERE login_time > '2024-01-01'
GROUP BY user_id
)
SELECT u.name, s.login_count
FROM users u
JOIN UserStats s ON u.id = s.user_id
ORDER BY s.login_count DESC
-- Optimized execution plan: Index Scan used

Trusted by innovative teams at leading companies.Companies using JobStack AI reduce mis-hires by 73%

Hiring is broken

The traditional process is failing both companies and candidates. It's time to stop guessing and start knowing.

JobStack Truth Engine™
Live
Resume Input
Extracted Profile
AC
Alex Chen
Senior Frontend Engineer
📅Experience
8 years
Skills
12 detected
🎓Education
B.S. CS
📊Metrics
4 claims
Processing0%
Candidate Profile
AC
Alex Chen
8+ years experience
React/Next.js
0%
TypeScript
0%
System Design
0%
Team Leadership
0%
Performance Optimization
0%
Testing/CI-CD
0%
0%Fit Score
Weak Match
Job Requirements
Senior Frontend Engineer
TechCorp Inc.Platform Team
React/Next.js25% weight
TypeScript20% weight
System Design20% weight
Team Leadership15% weight
Performance Optimization10% weight
Testing/CI-CD10% weight
Digital Footprint
GH
GitHub
Scanning...
LI
LinkedIn
Scanning...
SO
Stack Overflow
Scanning...
🌐
Portfolio
Scanning...
Claims Verification
"8+ years experience"
"Led team of 8 engineers"
"60% load time reduction"
"UC Berkeley CS degree"
Truth Score
0/ 100
Moderate Risk
Based on 4 sources, 4 claims analyzed
Key Findings
Experience duration inflated by ~4 years
Leadership claim unverifiable
Technical skills validated via GitHub
Education verified
Recommendation
Proceed with Technical Interview
MEDIUM RISK
Why LeetCode Fails
Live
LeetCode Problem
#226Invert Binary TreeEasy

Given the root of a binary tree, invert the tree, and return its root.

Example:
Input: root = [4,2,7,1,3,6,9]
Output: [4,7,2,9,6,3,1]
Pressure Factors
• Timed environment
• Being watched
• Irrelevant to actual job
45:00
solution.js
Candidate stress level:
0%
Skills Gap Analysis
What LeetCode Tests
Array manipulation
Time complexity analysis
Solo whiteboard coding
Perfect optimal solution
Memorized algorithms
What Real Work Requires
📚
Reading 10,000 lines of legacy code
🔥
Debugging prod at 3am
👥
Reviewing messy PRs
🚀
Ship it, we'll iterate
📖
Stack Overflow + documentation
JobStack Scenario
🔥
Production Bug: Checkout API 500s
Users reporting failed checkouts after deploy 20 min ago
Incoming Context
SB
Sarah (Backend)2:34 PM
I pushed a config change to payment-service
⚠️
System2:47 PM
ERROR: Connection refused to payment-gateway:3000
🤖
DevOps Bot2:51 PM
Alert: payment-service pod OOMKilled, restarting
The Evidence
payment-service/config.jsRecent Change
// payment-service/config.js
const config = {
gateway: {
host: process.env.GATEWAY_HOST,
port: 3000,
- timeout: 5000,
+ timeout: 50, // Typo in recent commit
retries: 0, // Added but should be 3
}
};
💡Candidate Found Root Cause
Typo in timeout config + missing retry logic. Fixed in 8 minutes.
The Verdict
A
Alex
Struggled
LeetCode Rating0
Guardian
Scenario Performance0%
Fast algorithm solving
Perfect time complexity
Froze with ambiguity
Struggled with real-world debugging
J
Jordan
Excellent
LeetCode Rating0
Knight
Scenario Performance0%
Methodical approach
Clear communication
Found root cause in 8 min
Demonstrated production-ready skills
3.4×
Scenario performance predicts job success better than algorithm tests
Culture DNA Engine
Live
⚠️The "Beer Test" Problem
🍺
"Would I grab a beer with them?"
The most common culture fit assessment in tech hiring
📉72% of mis-hires blame "culture fit"
Hidden biases in subjective assessment:
🍺Extrovert preference
Excludes 40% of top performers
👥Cultural similarity
Reduces diversity of thought
👀First impression bias
15 min decides 6 months
Halo effect
One trait colors all judgment
🪞Affinity bias
Hire people like yourself
Gut feeling ≠ Good hiring
Time for a data-driven approach →
Team DNA Extraction
📊 Team Survey (8 members)
A
Alice
B
Bob
C
Carol
D
David
+4 more responses
Analysis Progress100%
Culture dimensions mapped:
💬Communication Style
Async-firstSync-heavy
🎯Decision Making
ConsensusAutonomous
Work Pace
SteadySprint-based
📢Feedback Culture
DirectDiplomatic
🎲Risk Tolerance
ConservativeExperimental
📅Meeting Preference
MinimalCollaborative
🧬 Team DNA Profile Complete
Ready for candidate matching
Culture Matching
TK
Taylor Kim
Candidate
Assessment Complete
Work style survey
Communication preferences
Values alignment
Team DNA
Candidate
Communication Style
Decision Making
Work Pace
Feedback Culture
Risk Tolerance
Meeting Preference
87%
Overall Culture Fit
Culture Fit Score
0/ 100
Strong Culture Fit
Strengths
Aligns with async-first communication
Shares team's experimental mindset
Autonomous decision-making style matches
Watch Areas
Slightly less direct feedback style
May prefer more structured meetings
AI Recommendation
Excellent team compatibility. Proceed to final interview.
Legacy ATS
JobStack Intelligence

Hiring, Reimagined

Stop guessing. Start simulating. Our AI-powered platform transforms how you evaluate talent.

~/scenarios/backend-optimizationusers.ts
RUNNING
Initialize Scenario
Spinning up Redis, PosteSQL, and Node service containers...
function optimizeQuery(db) {
Running Tests
should cache successful queries
12ms
should invalidate cache on update
8ms
should handle DB connection errors
...
performance: < 50ms latency
-
98
Excellent Implementation
Correctness100%
Performance92%

The Scenario Engine™

Forget LeetCode. Test candidates on real-world engineering problems. Our engine spins up full-stack environments where candidates fix bugs, optimize databases, and review code—just like they would on the job.

  • Full-stack environments
  • Real-time collaboration
  • Automated grading

The Persona Stack™

Don't just interview. Simulate interactions. Our AI agents roleplay as Product Managers, demanding stakeholders, and junior devs to test soft skills and communication in high-pressure scenarios.

  • AI Roleplay Agents
  • Soft Skill Analysis
  • Communication Scoring
AI
Product Manager Persona
Simulation Active
LIVE
Stakeholder
Difficulty: Hard
Junior Dev
We need to ship this feature by Friday. Can we just skip the unit tests for now?
Soft Skills Analysis
Empathy92%
Assertiveness85%
Clarity88%
Team DNA™ Analysis
Analyzing Current Team Topology...
MISSING: SYSTEM DESIGN
CRITICAL GAP DETECTED
AC
Alex Chen
Perfect Gap Fill
Cognitive Adds:
System ArchitectureMentorship
Predicted Impact
+45%
Velocity
High
Retention

Team DNA™ Analysis

Hire for add-on, not just fit. Our system analyzes your team's existing strengths and gaps, then identifies candidates who bring the specific cognitive diversity you need.

  • Gap Analysis
  • Cognitive Diversity
  • Predictive Success

How It Works

From Team DNA to perfect hires in four seamless steps.

🧬
01

Define Your Team DNA

Upload your team's profiles or answer a quick survey. Our AI maps your culture, communication styles, and working patterns.

Culture mappingWork style analysisGap identification
02

AI Generates Custom Assessments

Based on your Team DNA and role requirements, our Scenario Engine creates hyper-relevant challenges unique to your company.

Role-specific scenariosReal codebase simulationsAdaptive difficulty
🎯
03

Candidates Experience the Job

Candidates solve real problems in realistic environments. AI Personas simulate stakeholder interactions and collaboration.

Live coding environmentsAI persona interactionsAsync-friendly format
📊
04

You Get Fit Scores

Receive comprehensive reports with skill verification, cultural alignment scores, and AI-powered hiring recommendations.

Skills verifiedCulture fit scoreHire / No-hire signal

Our Products

Three powerful tools, one integrated platform. Transform every stage of your hiring process with AI that actually understands engineering.

Scenario Engine™

Real Work. Real Assessment.

Stop testing for algorithmic trivia. Evaluate candidates on the actual work they'll do—debugging production code, optimizing queries, and solving real engineering problems.

Environment Spin-up
Spinning up containers...
Redis • PostgreSQL • Node
async optimizeQuery(db) {
// Implement caching...
const cached = await redis.get(key);
Cache hit works8ms
Invalidation OK12ms
Performance check...
98
Excellent
100%
Correct
92%
Perf
Full-Stack Environments
Live Test Suites
AI-Graded Performance
Accuracy vs LeetCode3.2x+89%
🎭

Persona Stack™

Test Human Skills. Not Just Code.

Deploy AI agents that simulate demanding stakeholders, difficult teammates, and high-pressure scenarios—revealing soft skills no coding test ever could.

Persona Selection
PM
Demanding
Exec
Ship this by Friday. Skip tests.
Let's use feature flags instead...
87%
Empathy92%
Assertiveness85%
Clarity88%
8 AI Personas
Soft Skill Analysis
Communication Scoring
Interview Efficiency5x+400%
🧬

Team DNA™

Hire for Add-On. Not Just Fit.

Map your team's cognitive topology. Identify skill gaps. Find candidates who don't just fit—they elevate your entire team to the next level.

Team Topology
GAP DETECTED
AC
Alex Chen
Perfect Match
ArchitectMentor
+45%
Velocity
High
Retention
Gap Analysis
Cognitive Mapping
Predictive Success
Retention Boost67%+45%

Hiring, reimagined with AI

We don't just test if candidates can code — we test if they can work on YOUR team. Experience the future of technical hiring.

Built for your keyboard

Fly through your tasks with rapid-fire keyboard shortcuts for everything. Literally everything.

Breathtakingly fast

Built for speed with 50ms interactions and real-time sync.

Designed for modern software teams

Comes with built-in workflows that create focus and routine.

Linear MethodProduct principles
LIN-111 Walkway lightning

Meet your command line

Complete any action in seconds with the global command menu.