Online assessments are facing a new generation of integrity threats. Cheating today doesn’t always look like someone glancing off screen or whispering into a microphone. It’s more subtle, more technical, more sophisticated, and increasingly powered by AI tools.

To protect the value of exams and credentials, proctoring must evolve beyond basic monitoring to intelligent threat detection; built to recognize modern misuse patterns (including AI-assisted cheating) across the environment, behavior, and on-screen activity, and interpret signals in context.

Active Threat Detection

Online proctoring has always depended on clear evidence: video, audio, screen capture, and review. Integrity Advocate delivers that foundation, then goes further by connecting signals across the session to pinpoint credible integrity risk.

Modern threats require systems that can:

• Identify suspicious patterns across multiple signals
• Distinguish between normal behavior and meaningful risk
• Evolve ahead of integrity threats

Monitoring the Environment: Detecting Risk Beyond the Screen

Integrity Advocate evaluates environmental signals that may indicate unauthorized assistance or compromised testing conditions, including:

• Presence of additional people or voices
• Repeated off-camera movement or positioning
• Incomplete or inconsistent room scans
• Secondary devices detected during the session

Rather than treating each signal in isolation, these indicators are evaluatend in context, reducing false positives while highlighting situations that warrant closer review.

Behavioral Analysis: Understanding How Test-Takers Interact

Behavior often tells a more complete story than any single event. Integrity Advocate analyzes behavioral patterns such as:

• Unusual gaze direction or frequency
• Repetitive movements tied to external references
• Timing irregularities that suggest outside input
• Inconsistent engagement patterns throughout the exam

These behaviors don’t automatically imply misconduct, but when patterns emerge, they can indicate elevated risk. Our system is designed to surface patterns, not jump to conclusions.

On-Screen Threat Detection: Identifying Suspicious Activity

As digital cheating methods evolve, on-screen monitoring has become critical. Integrity Advocate detects and flags suspicious on-screen activity, including:

• Unauthorized applications or system processes
• Tab switching and window focus changes
• Screen behavior inconsistent with expected exam flow
• Activity patterns associated with AI-assisted tools

This layer is especially important in the AI era, where misuse may not involve another person, but rather external tools operating quietly in the background.

Addressing AI-Assisted Cheating Without Overreach

AI presents a unique challenge in online assessments, not because it’s obvious, but because it’s increasingly subtle. Modern generative AI tools don’t just assist test-takers; they read, listen, respond in real time, and mimic human behavior, often operating through plugins and browser tools that bypass surface-level monitoring entirely.

That’s why Expose AI is designed to go beyond traditional tool blocking or reactive detection.

Integrity Advocate monitors behavior and patterns to spot use of generative AI tools, helping protect exam validity as AI-assisted cheating continues to evolve.

Our approach includes:

• Monitoring on-screen behavior patterns associated with AI-assisted workflows
• Analyzing interaction timing and response anomalies that indicate external generation or assistance
• Flagging sessions where behavior deviates from normal exam flow

Crucially, AI does not make final determinations. Expose AI surfaces risk signals, but every flagged event is validated through human review, ensuring fairness, accuracy, and defensibility, especially in high-stakes testing scenarios.

Advanced threat detection doesn’t require invasive surveillance. Integrity Advocate is built to balance effective detection with privacy-first design, recognizing that institutions need solutions that are both secure and respectful.

The landscape is changing fast. Integrity Advocate helps you navigate it, staying ahead of evolving integrity risks with detection designed for what’s happening now and what’s coming next.

Why Human Validation Is Crucial

Automated detection without oversight creates risk. Integrity Advocate combines intelligent detection with trained human reviewers who:

• Confirm whether flagged behavior represents a real integrity concern
• Provide contextual judgment that automation alone cannot
• Reduce false positives and bias
• Deliver audit-ready documentation institutions can trust

This hybrid approach ensures that decisions are accurate, fair, and explainable.

Why Hybrid AI + Human Review Delivers Fairer, More Accurate Proctoring

Built to Scale, Designed to Respect Privacy

Advanced threat detection does not require invasive surveillance. Integrity Advocate is built with a privacy-first architecture, designed to:

• Collect only what’s necessary to protect integrity
• Avoid persistent tracking or unnecessary data retention
• Support regulatory compliance and learner trust
• Balance security with a smooth, low-friction testing experience

Institutions shouldn’t have to choose between integrity and trust. With the right approach, they can have both.

The Clear Choice for Modern Assessment Security

The future of proctoring isn’t about watching everything, it’s about detecting what matters.

Integrity Advocate delivers:

• Intelligent threat detection across environment, behavior, and screen activity
• AI-aware risk analysis for modern cheating methods
• Human-validated review for defensible outcomes
• Privacy-first, no-install simplicity
• Seamless integration into existing LMS workflows

As integrity threats evolve, Integrity Advocate remains focused on what matters most: protecting exams, respecting learners, and delivering security that stands up to scrutiny.

Schedule a Demo to learn more!

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The National Payroll Institute issues two professional designations, the Payroll Compliance Professional and the Payroll Leadership Professional, held today by more than 21,000 members. Integrity is one of NPI's four core values, so when the COVID-19 pandemic forced a rapid shift away from honor-based, supervisor-led proctoring, NPI needed an online solution that could uphold that standard at scale.

Key Outcomes

• 57% reduction in academic integrity incidents, from an average of 86 per month down to 37
• Fewer than 1% of users require technical support
• More than 30,000 exams proctored with a seamless experience

Challenge

NPI's first attempt at online proctoring didn't hold up. The system required plugin downloads, ran on a limited set of browsers, and offered no French-language support for the 12% of NPI's membership that operates in French. Close to half of students hit a technical issue during their exam. For a body responsible for validating the competency of more than 17,000 PCP and 4,000 PLP designation holders, that wasn't a minor inconvenience. It was a threat to the credibility of the credential itself.

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A Complete Transformation in User Experience

After switching to Integrity Advocate, the technical support burden that used to consume staff time became close to invisible. Integration with NPI's D2L Brightspace LMS meant students could move directly from coursework into a proctored exam without separate logins or downloads, and the entire implementation took a single 45-minute setup meeting, compared to weeks of troubleshooting under the previous system.

"We're getting very little feedback," Pacella said. "And that's amazing. That speaks volumes. That's exactly what we want. You don't hear about software that works well typically... But if it didn't work, you better believe we're going to hear about it a lot."

Dramatic Improvement in Academic Integrity

Paired with a proactive integrity education module, NPI's average dropped from 86 incidents per month to 37, a reduction of more than half, and the improvement held steady over time.

"We went from an average of 86 incidents per month, and it dropped more than in half, down to 37," Pacella said. "And that's been very consistent since we implemented some of these resources and things for people to understand what academic integrity means."

The reduction wasn't just about fewer incidents. It was about quality. The incidents that remained were genuine violations, not technical false positives or misunderstandings about proctoring protocols. That let NPI's review committees spend their time on legitimate concerns instead of sorting through noise, producing more consistent, more defensible decisions.

Seamless Student Experience

Daniela Kwiatkowski, NPI's Manager of Learning and Professional Development, experienced the system firsthand when she took one of NPI's own courses. Her experience highlighted how the technology disappeared into the background, letting students focus on demonstrating their professional competency.

"Before you do it for the first time, you're thinking, how am I going to do this?" Kwiatkowski said. "I moved the camera to one corner and then I forgot about it, and it was easy to forget about it. It wasn't constantly there... now I could focus on the exam, which is what we want people to do."

Scaling Success Across the Organization

NPI's growth didn't stop once the technical problems were solved. According to Steven Van Alstine, Vice President of Professional Standards and Education, NPI moved from proctoring a few thousand students to e-proctoring every student pursuing the Payroll Compliance Professional designation, a ramp-up that happened in under three months.

"We were able to scale that up dramatically through our move to D2L Brightspace and the integration with Integrity Advocate," Van Alstine said. "There was a point at which we maybe had a few thousand students being e-proctored, to the point now where every one of our students is e-proctored... and that ramp-up happened in less than three months."

That rapid scaling extended across NPI's mixed delivery model, including partnerships with public and private academic institutions alongside direct-to-student programs, without requiring different standards across channels.

Administrative Efficiency and Confidence

Decision-making that previously took weeks now happens within 48 hours, with clear evidence and streamlined processes. The administrative team developed communication templates and tracking systems to ensure consistent, fair handling of every incident.

"Giving someone a zero on an exam or failing a course is a big deal," Kwiatkowski said. "I cannot emphasize it enough... Having the peace of mind to know this is an incident that was flagged for the right reasons... we are very confident that this is legitimate."

Advice for Other Organizations

NPI's guidance to other certifying bodies is straightforward: technical due diligence up front saves significant time later.

"There are a lot of products out there," Pacella said. "And you're going to reach out to them, and the sales team will talk a big game about all the wonderful things they can do. Take your time and understand the technical aspects of implementation before making a decision."

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When safety training can mean the difference between life and death, there's no room for shortcuts. For over 60 years, Alliance Safety Council (ASC) has set the standard for high-risk workforce training, ensuring every program is legally defensible and fully compliant.

Key Outcomes

• Reduced travel and costs, as participants can now complete training from anywhere
• Improved access and scalability with a mobile-friendly system for on-site or remote training
• Maintained legal integrity through identity verification and participation monitoring
• Lower environmental impact from fewer miles traveled

Challenge

ASC serves high-risk industries like petrochemical, power generation, and manufacturing, where compliance isn't optional. To maintain legally defensible training records, ASC historically relied on in-person, proctored training. Every participant underwent identity verification and close monitoring, allowing ASC to serve as an impartial third-party administrator for its clients.

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Moving online risked losing the third-party oversight ASC relied on for compliance and legal defensibility. High travel costs and time off work created unnecessary barriers for workers, and most proctoring solutions on the market required software installations, failed security protocols, or introduced IT headaches for enterprise clients.

ASC needed a scalable, secure online proctoring solution that could match the integrity of their in-person process without adding complexity for learners. Beyond technology, they needed a partner who understood their challenges and could adapt alongside them.

"We didn't want to just be a customer of a software solution," Kohls emphasized. "We needed someone who had the level of patience and interest to come along on this road with us."

Results

With Integrity Advocate as a proctoring partner, Alliance Safety Council has redefined how high-risk workforce training is delivered, expanding access while maintaining the highest compliance standards. With mobile-friendly proctoring, legally defensible verification, and a trusted partner by their side, ASC has eliminated travel barriers, reducing time off work and operational costs as well as carbon footprint for participants. Workers can now complete training on-site or remotely, even during outages and unplanned events, while identity verification and participation monitoring keep training records legally defensible.

"We've never felt alone on this journey," Kohls said. "Integrity Advocate's expertise and commitment have been with us every step of the way."

A Partnership Built on Trust

Proper training protects lives, prevents accidents, and ensures workers in high-risk industries are fully prepared for their jobs. That's why finding the right partner matters: safety training isn't just about meeting requirements, it's about trusting that every worker has the skills they need to stay safe on the job.

"They've gone above and beyond to help us educate our customers," Kohls said. "There's no other vendor that would fly from Canada to South Louisiana to host a lunch-and-learn for 30 people. That's because we're more than just a customer to them, and they're more than just a vendor to us."

As workforce training evolves, Alliance Safety Council and Integrity Advocate continue to set the standard, ensuring safety programs meet the highest benchmarks for reliability, compliance, and real-world impact.

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