Malpractice Detection

Malpractice detection · Cheat guard

Stop cheating.
Keep the signal.

Spot copy-paste and near-duplicate submissions without false positives — so genuine talent never gets lost in the noise.

01Paste02Duplicate03Behavior04Flag
Similarity Report
Flagged
Top match
0%code similarity
Sources matched
submission #482794%
submission #301931%
public snippet22%
How it works

Catch the copy.
Spare the candidate.

Trace, flag, and review — smarter malpractice detection that protects integrity without punishing real work.

Step 01

Copy-paste tracing.

Track pasted code in real time to stop copy-paste submissions before they skew your results.

  • Instant paste detection
  • Prevent recycled answers
  • Protects test integrity
Integrity Scan
Scanning
Live checks
Copy-paste trace0 flags
Near-duplicate1 flag
Paste entropynominal
AI-text fingerprintclean
Tab-switch patternnominal
5 checks · 1 flagreviewable ✓
Step 01

Copy-paste tracing.

Track pasted code in real time to stop copy-paste submissions before they skew your results.

  • Instant paste detection
  • Prevent recycled answers
  • Protects test integrity
Integrity Scan
Scanning
Live checks
Copy-paste trace0 flags
Near-duplicate1 flag
Paste entropynominal
AI-text fingerprintclean
Tab-switch patternnominal
5 checks · 1 flagreviewable ✓
Step 02

Behavior signal analysis.

Go beyond code — analyze typing speed, edits, and pause patterns to detect suspicious activity.

  • Typing rhythm tracking
  • Editing behavior monitoring
  • Flags anomalies in real time
Behavior Signals
Recording
Keystroke cadence
00:00▲ paste ×204:12
72
wpm avg
2
paste events
6
long pauses
Step 03

Reviewable evidence.

Every flag comes with evidence you can audit — ensuring fairness and accuracy, not blind accusations.

  • Full event logs
  • Transparent traceability
  • Cuts down false positives
Evidence Locker
Auditable
Matched region94%
Audit log
12:42:08 paste detected · 550 chars
12:42:09 match → submission #4827
12:43:11 reviewer notified
12:45:02 flag confirmed · audited
Step 04

Preserve hiring signal.

Focus only on genuine talent. Malpractice detection filters out noise so you make better decisions faster.

  • Cleaner shortlists
  • Higher confidence in results
  • Protects your team's time
AI Output Audit
Live
Generated vs hand-written
71%
Hand-written
29%
AI-assisted
Built for fair hiring

Cleaner funnel.
Fewer false flags.

100%

Copy-paste tracing

Detects pasted code instantly, preserving the authenticity of candidate submissions.

Behavior signal tracking

Analyzes typing rhythm, edits, and interactions to distinguish genuine work from shortcuts.

85%

Cleaner hiring signal

False positives minimized — only real plagiarism flagged, with reviewable evidence.

Ready when you are

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