Coding assessments that measure
real engineering ability
Real code execution in 50+ languages. AI behavioral proctoring that runs quietly. Scorecards that sync automatically to your ATS. No algorithm trivia. No surveillance theatre.
Why most coding assessments fail engineering teams
LeetCode trivia doesn't predict job performance
Algorithm memorization screens test candidates on preparation, not engineering judgment. Your best hires are failing assessments that measure nothing about how they'd actually perform in the role.
Unproctored assessments have an AI cheating problem
ChatGPT, Copilot, and solution sharing communities mean unmonitored coding assessments measure AI tools, not candidate skill. Without behavioral monitoring, your assessment data is noise.
Assessment data doesn't reach your hiring team
Results in a third-party assessment tool, pipeline in the ATS, scorecards in a spreadsheet. Your interviewers are preparing for technical rounds without seeing the assessment data that should inform their evaluation.
The complete coding assessment stack
Real code. Real execution. Real signal.
InCruiter's coding environment supports 50+ programming languages with real-time compilation, test case execution, and output display. Candidates write code in the same environment they use daily — no proprietary syntax, no sandboxed pseudo-compilers, no artificial constraints that penalize real engineering fluency.
- 50+ languages: Python, JavaScript, TypeScript, Java, C++, Go, Rust, Swift, SQL, and more
- Real-time compilation with live test case output during the session
- Hidden and visible test cases with configurable pass/fail thresholds
- Execution time and memory usage tracked per submission
- Custom starter code and problem scaffolding per your role requirements
Assessment integrity without the adversarial experience
InCruiter's AI proctoring layer runs passively throughout every assessment, monitoring behavioral signals without creating the surveillance tension that damages candidate experience and employer brand. All flags are reviewed by your team in context — no automatic disqualification from AI alone.
- Tab switching and browser focus changes logged throughout the session
- Copy-paste detection distinguishes research from verbatim solution copying
- Response timing analysis flags anomalous submission speed patterns
- AI behavior pattern analysis across full session duration
- Screenshot capture at configurable intervals for audit purposes
Assessments that match your actual engineering work
Build role-specific coding challenges from your codebase — debugging real code, extending existing features, or solving problems similar to what the hire will actually encounter. Our US enterprise problem library also covers 500+ validated challenges by domain and seniority level.
- Upload your own challenges with custom test cases and expected outputs
- 500+ pre-validated problems organized by domain, language, and seniority
- Difficulty calibration tools: test your own engineers first to set the bar
- Problem randomization to prevent gaming across candidate cohorts
- Time-limited delivery with configurable attempt policies
Assessment data in your hiring workflow, automatically
Every assessment completion triggers an automatic scorecard in your ATS candidate record — skill scores, behavioral integrity flags, execution metrics, and code quality analysis. Interviewers in the next round see the full picture before their session starts.
- Automatic scorecard writeback to Greenhouse, Lever, Workday, and Ashby
- Skill dimension scores: problem-solving, code quality, efficiency, edge case handling
- AI code quality analysis: readability, structure, test coverage, and complexity
- Behavioral integrity summary with flagged events for human review
- Side-by-side candidate comparison across the same problem set
Every engineering evaluation format in one platform
Algorithm & Data Structures
Time complexity, optimization, and computational thinking — with real execution rather than pseudo-code evaluation.
Junior → SeniorTake-Home Projects
Realistic engineering projects in candidate-native environments with AI-proctored submission integrity.
Mid → SeniorCode Review & Debugging
Real codebase fragments with deliberate bugs — evaluating reading comprehension, pattern recognition, and written communication.
Senior → StaffSQL & Database Design
Query optimization, schema design, and database performance challenges for data engineering and backend roles.
All levelsSystem Design Assessment
Written and diagrammatic system design evaluation with rubric-based scoring and expert reviewer assignment.
Senior → PrincipalAI-Assisted Code Quality
Open-ended challenges evaluated by AI for code quality, structure, and approach — beyond pass/fail test case thresholds.
Mid → SeniorFrom setup to scorecard in 5 steps
Configure the assessment
Choose or upload problems, set time limits, configure language restrictions, define pass thresholds, and enable proctoring settings.
Invite candidates
Automated email invitations with self-scheduling links from your ATS pipeline. No account creation required.
Candidate completes the assessment
Browser-based environment with real code execution. AI proctoring runs silently throughout. No candidate setup friction.
AI generates the scorecard
Within 60 seconds: skill scores, code quality analysis, behavioral integrity flags, and execution metrics — delivered to the ATS candidate record.
Advance qualified candidates
Set automated pipeline advancement rules. Candidates above threshold advance to interview stage. Others receive feedback and a retry invitation if appropriate.
Who runs coding assessments on InCruiter
Top-of-funnel engineering screening
Replace phone screens for coding ability with automated assessments that process 300 candidates in the time a phone screen handles 10. AI proctoring ensures data integrity.
Enterprise volume technical hiring
Run consistent, calibrated assessments across hundreds of candidates monthly for the same role type — with the same problems, same time limits, and ATS-integrated results.
Remote & global engineering hiring
Evaluate candidates across geographies with browser-based assessments that require zero setup, run in every timezone, and deliver integrity-monitored results regardless of location.
Integrates with your engineering hiring stack
ATS & Hiring
Interview Platforms
Developer Tools
Compliance
Coding assessment platform questions answered
What is a coding assessment platform?
How does AI proctoring work without creating a bad candidate experience?
Can we use our own custom coding problems?
How do you prevent AI-assisted cheating (ChatGPT, Copilot)?
What programming languages does InCruiter support?
How does assessment data reach our ATS?
See the coding assessment platform live
30-minute demo: real code execution, AI proctoring in action, and ATS scorecard writeback — built around your engineering hiring process.