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Academic Integrity

Designed to ensure authentic responses.

Vivoki uses a combination of smart detection, secure testing environment, and evaluation checks to reduce AI-assisted answers and promote genuine learning.

01 Secure Testing Environment

A focused, distraction-free assessment experience.

The assessment runs in an integrity-monitored browser session that records tab switching, window blurring, and anomalous clipboard actions.

Limits tab switching
Monitors paste events
Tracks window focus
Monitors suspicious activity
Question 18 of 40
22:45

When integrating generative AI into enterprise customer workflows, what is the most reliable safeguard against hallucinated commitments?

A
Rely solely on standard model temperature adjustments
B
Ground outputs in verified company knowledge bases (RAG) with human review
C
Disable audit logs to maximize response generation speed
D
Prompt models with unrestricted internal database credentials
This assessment is monitored for integrity. Clipboard events and window focus changes are recorded.
02 AI-Generated Answer Detection

We analyse answers for signs of AI-generation.

Your responses are analysed using multiple signals to detect AI-written patterns and maintain the integrity of the assessment.

Writing pattern analysis
Semantic similarity check
Response timing analysis
Cross-question consistency
Answer Analysis
AI Content Detected
Artificial intelligence significantly enhances educational outcomes by enabling personalized learning experiences, adaptive assessment methods, and data-driven insights. It allows educators to tailor content...
Detection Signals
AI writing pattern
92%
Semantic similarity
76%
Unusually fast response
68%
High structural uniformity
61%
03 LLM-Assisted Evaluation

Context-aware evaluation with human-aligned judgement.

Our LLM evaluator checks for originality, evidence, and depth, and works alongside our rule-based system to ensure fair evaluation.

Checks for generic or AI-like phrasing
Evaluates personal reasoning and examples
Rewards unique insights and real-world context
Works with deterministic rules (not alone)
LLM Evaluation
Likely Human-Written
"In my experience, AI tools help students by adapting to their individual pace. For example, using an AI tutor in coding helped me understand concepts..."
Evaluation Feedback
Relevant to the question
Shows personal understanding
Includes real-world context
No signs of AI-generated structure
04 Final Integrity Score

A reliability score for every response.

Each answer receives an integrity score based on multiple signals. Highly suspicious responses are flagged for review.

Accept
No significant AI indicators detected
Review
Suspicious patterns detected
Review Flag
High anomaly pattern (queued for human review)
Response Integrity Score
88%Likely Human
Writing pattern
Low risk
Semantic similarity
Low risk
Response timing
Normal
Content originality
High

Candidate Fairness & Appeal Policy

Automated heuristics never unilaterally disqualify a test-taker. All flagged responses undergo secondary review by human evaluation specialists. If you believe your assessment was flagged in error, you may file a formal review appeal within 14 calendar days at appeals@vivoki.ai.

Submit an Appeal