Academic integrity isn’t disappearing. It’s being tested. Generative AI is now part of everyday academic life. Credentials carry increasing weight in employment decisions. At the same time, institutions are navigating a new assessment environment where traditional approaches to exam security no longer fully address modern risk.

What is actually happening with cheating in online courses? How much is AI-assisted behavior influencing academic misconduct? And what reduces risk without compromising privacy, accessibility, or trust?

Large-scale research surveying thousands of students and instructors across North America, conducted by Wiley, provides a clear picture of the current academic integrity landscape. The findings confirm what many institutions already sense: cheating patterns are shifting, AI is accelerating change, and assessment security must evolve accordingly.

Here’s what the numbers reveal, and what they mean for modern online proctoring and credential protection.

Cheating is increasing, particularly in online environments

Academic misconduct is not simply anecdotal. It is measurable, and Wiley’s research reflects this growing trend.

• More than half of students and instructors believe cheating will increase in the coming years
• Nearly 70% of instructors report that up to 30% of their students cheated within the past year
• 86% of instructors say students are more likely to cheat in online courses than in-person

Online and hybrid assessments are now embedded across universities, licensing boards, certification programs, and enterprise training initiatives. However, many online exams were adapted rapidly for accessibility and scale rather than intentionally designed with modern assessment security frameworks in place. When remote testing expands without proportional safeguards, risk expands with it.

The solution is building secure-by-design assessment systems that account for evolving threat models, emerging AI tools, and distributed testing environments.

AI has reshaped academic integrity and changed the threat model

Generative AI is no longer experimental; it is now a common part of the academic experience according to Wiley’s survey data.

• Nearly half of students report using generative AI in their coursework
• 46% of students say AI makes cheating easier
• Instructors consistently cite AI as a growing contributor to academic misconduct

AI tools have made cheating easier to execute, but they haven’t changed why people do it or how behavior shows up when someone is attempting to get away with misconduct. The tactics evolve quickly. The intent does not.

“AI doesn’t replace human intent. It changes how behavior shows up.”

By the time a specific AI tool is identified and restricted, three new ones have already taken its place. That means institutions cannot rely on tool-specific detection alone. They need an approach that focuses on behavior, context, and patterns of engagement rather than chasing software names.

How Integrity Advocate Responds: COUNTER-AI™

Integrity Advocate’s COUNTER-AI™ approach recognizes that AI changed the tactics, not the intent.

Rather than attempting to block or identify every possible AI tool, COUNTER-AI™ focuses on the human signals that surface during an assessment, how someone engages with the exam, how they navigate through content, and how participation patterns align with expected behavior. This behavioral, security-based framework allows institutions to identify risk without over-policing legitimate AI-assisted learning.

Combined with trained human review, COUNTER-AI™ ensures that institutions can respond proportionally and fairly. Instead of reacting to every new AI platform that emerges, Integrity Advocate adapts to the underlying behavior patterns that persist regardless of the tool being used.

The result is a modern assessment security strategy that keeps pace with AI without becoming invasive, brittle, or dependent on outdated detection lists.

Students confirm what prevention experts already know: accountability reduces cheating

Wiley’s research shows that students say they are less likely to cheat when safeguards and expectations are clear.

• 81% say grade impact would deter cheating
• 81% say serious academic consequences would deter cheating
• 69% say proctoring during online exams reduces misconduct
• 62% say clearly explained consequences reduce cheating

The takeaway isn’t that students need harsher punishment. It’s that visibility changes behavior.

In most security environments, incidents are prevented not by catching someone in the act, but by being visibly present before anything happens. The same principle applies to assessments. When oversight is real, consistent, and clearly communicated, behavior shifts before there is anything to investigate.

Security isn’t about catching people. It’s about creating an environment where integrity is the default.

Integrity Advocate embeds accountability directly into the assessment lifecycle so that presence is established from the beginning. Identity verification confirms the right individual is taking the exam, and participation monitoring creates transparency throughout the session without resorting to invasive surveillance. Students understand that the assessment environment includes thoughtful oversight, which reduces temptation while maintaining dignity.

At the same time, context matters. One unusual moment during an exam rarely tells the full story. What matters more are patterns, how someone typically moves through questions, how they engage with the screen, how their behavior aligns with expected participation. When those patterns meaningfully deviate, insight becomes clearer. Patterns of behavior reveal intent in ways tools alone never can.

By combining AI-assisted behavioral analysis with trained human review, Integrity Advocate evaluates exams in context rather than reacting to isolated blips. This ensures institutions receive fair, defensible insight while avoiding automated accusations or rigid triggers.

Because the approach is privacy-forward and human-reviewed, students experience structure without intimidation, and institutions gain deterrence without overreach. Accountability becomes part of the system itself, embedded in design rather than layered on after misconduct occurs.

Instructors are concerned about learning outcomes, not just rule enforcement

According to Wiley’s data:

• 67% of instructors worry students are not truly learning the material
• 55% worry students will not be prepared for real-world careers
• 49% worry students will not be prepared for future coursework
• Yet only 16% use cheating detection or prevention tools

When exams are compromised, the consequences extend far beyond the classroom. Unqualified individuals can enter regulated industries such as healthcare, financial services, cybersecurity, and public safety, putting organizations and communities at risk. Protecting exam integrity protects individuals, programs, the workforce, and the public.

And yet, despite the stakes, adoption of comprehensive assessment security remains uneven.

Instructors care deeply about outcomes and readiness, but many hesitate to adopt solutions that feel intrusive, complex, or operationally heavy. They want protection without friction. They want integrity that supports learning rather than disrupting it.

Integrity Advocate approaches assessment security holistically, before, during, and after the exam.

Before the assessment, seamless LMS integration keeps the experience simple for instructors and administrators. Identity verification ensures the right person is testing and reduces impersonation risk without adding complexity.

During the session, AI-assisted monitoring paired with human review minimizes false positives and provides contextual, defensible insight. This saves instructors time and preserves fairness. After the exam, audit-ready reporting supports accreditation, compliance, and appeals with documentation institutions can trust.

The future of academic integrity

Online learning is not temporary. AI is not temporary. Remote certification, licensure testing, and workforce credentialing will continue to expand. The institutions that succeed in this environment will be the ones who modernize assessment with intention and embed integrity into every stage of the process. Academic integrity is no longer about isolated detection. It is about designing systems where the right person earns the credential, earns it legitimately, and can stand behind it with confidence. These dynamics play out distinctly in programs where balancing assessment security and privacy requires careful calibration. That is the future of assessment security, and it is the future Integrity Advocate is building.

Source: Wiley, The Latest Insights into Academic Integrity: Instructor and Student Experiences, Attitudes, and the Impact of AI. Survey of 2,900+ students and instructors across North America.
https://www.wiley.com/en-us/publish/ai-insights/the-latest-insights-into-academic-integrity-instructor-and-student-experiences-attitudes-and-the-impact-of-ai-2024-update/

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For many administrators, the most time-consuming part of delivering secure assessments doesn’t happen during the exam. It happens after.

Reviewing sessions. Sorting through flags. Watching recordings. Responding to questions from learners, instructors, auditors, or compliance teams. Trying to turn raw data into decisions your team can confidently stand behind.

As online assessments continue to scale, institutions are realizing that how results are delivered matters just as much as how exams are monitored. In 2026 and beyond, proctoring success is increasingly defined by whether teams receive admin-ready results supported by audit-ready online proctoring reporting, without added complexity or guesswork.

The Hidden Cost of Unclear Proctoring Results

Many proctoring tools generate a lot of data, but very little clarity. Administrators are often left with:

• long video recordings to manually review
• large numbers of low-value or ambiguous flags
• inconsistent reviewer notes
• reports that require interpretation instead of action

This creates a heavy time burden for teams already balancing multiple programs, stakeholders, and compliance requirements. It also makes audits and appeals more stressful than they need to be.

When reporting isn’t audit-ready, administrators spend valuable time recreating context after the fact instead of relying on documentation that’s already clear, complete, and defensible.

What Administrators Actually Need From Reporting

As Brandon Smith has noted in his analysis of where the proctoring market is heading, institutions are moving away from surveillance-heavy tools and toward solutions that deliver trust, transparency, and operational efficiency.

In practice, administrators want reporting that:

• clearly summarizes what happened during the exam
• filters out noise and false positives
• presents results consistently across sessions
• supports audit-ready documentation
• reduces review time instead of extending it

Admin-ready results don’t just inform decisions, they accelerate them.

Why Admin-Ready Results Are Becoming Essential

As assessment programs grow in size and complexity, unclear reporting becomes a bottleneck. Admin-ready results supported by audit-ready reporting help teams:

• review sessions faster and more consistently
• respond confidently to learner questions or appeals
• prepare for audits without scrambling for evidence
• maintain consistency across reviewers and programs
• scale assessment operations without scaling admin workload

Instead of spending hours piecing together timelines and context, administrators can focus on outcomes and next steps.

How Integrity Advocate Delivers Admin-Approved, Audit-Ready Reporting

Integrity Advocate’s reporting is designed specifically for the people responsible for running assessment programs.

Our platform pairs AI detection with human review, ensuring that flagged activity is evaluated with context before results ever reach an administrator. That means fewer false positives, clearer explanations, and reporting that’s ready to use immediately.

With Integrity Advocate, reporting is:

• structured and easy to understand
• consistent across sessions and programs
• supported by human-validated findings
• designed to be audit-ready from the start

Instead of digging through hours of footage or interpreting vague alerts, administrators receive results they can trust, explain, and defend.

Saving Time Without Sacrificing Confidence

One of the most immediate benefits of admin-ready results is time savings.

Programs using audit-ready reporting consistently see:

• faster review and follow-up
• fewer escalations and disputes
• less manual video review
• reduced back-and-forth with learners and stakeholders

Those time savings compound as programs grow. What saves minutes per exam can translate into hours or even weeks of reclaimed admin time over the course of a year.

Audit-Ready Reporting Builds Trust Across Stakeholders

Audit-ready reporting isn’t just about compliance, it’s about confidence. Clear, well-documented results help administrators explain decisions to learners and instructors, demonstrate consistency to leadership, and respond calmly to audits or appeals without scrambling for additional context. When reporting is complete and easy to understand, teams can trust their outcomes, maintain credibility across programs, and avoid having to second-guess decisions or reconstruct what happened after the fact.

Proctoring That Supports the People Behind the Program

Modern proctoring isn’t just about monitoring exams. It’s about supporting the administrators who keep programs running smoothly.

Admin-ready results supported by audit-ready reporting shift proctoring from a reactive process to a streamlined one, where results move programs forward instead of slowing them down.

As institutions evaluate proctoring solutions heading into the future, those that save time, reduce friction, and deliver results teams can trust will continue to stand out.

Schedule a demo to experience clear, trusted reporting in action

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A few years ago, the concern about AI in online assessments was theoretical. Today it is not. GPT-powered browser plugins can prefill answers to multiple choice exam questions the moment they appear on screen, regardless of the topic or difficulty level. The learner does not need to read the question. They do not need to understand it. The answer is already there.

Integrity Advocate has been tracking this development closely. The response is ExposeAI, a new detection capability built directly into Integrity Advocate's monitoring suite.

How GPT-Powered LMS Plugins Work

Learning Management System plugins powered by generative AI have proliferated rapidly. Among the tools currently in use are Github Copilot, AnswersAI, ConchAI, Jasper, ChatSonic, Coursology, Hyperwrite, Quillbot, and Monica, among dozens of others that continue to emerge.

These tools share several characteristics that make them particularly difficult to address through standard LMS countermeasures:

• They are inexpensive or free to obtain
• They require no technical expertise to install or activate
• Once installed, they operate automatically and continuously
• They are designed to conceal their presence and adapt to detection attempts
• New variants emerge faster than most platforms can respond

As a result, organizations relying on their LMS provider to develop effective countermeasures are unlikely to find one. LMS companies have no current solutions to this threat, and the nature of these plugins makes them unlikely to be eradicated through platform-level defenses alone.

The integrity of online assessments and certifications depends on a different approach.

Why This Matters for Assessment Integrity

The implications extend beyond academic dishonesty. For organizations issuing certifications that carry regulatory or legal weight, an assessment completed with AI assistance is not a valid measure of knowledge or competency. The certification it produces is as hollow as one issued without any training at all.

The same worker who received a fraudulent safety certification from a provider that did not deliver training could receive an equally fraudulent certification from an organization that delivered the training but could not prevent AI tools from completing the assessment on the learner's behalf. The outcome is the same: a credential that does not reflect what the person actually knows.

Introducing ExposeAI

ExposeAI is Integrity Advocate's purpose-built response to AI-assisted assessment fraud. It can be incorporated into Integrity Advocate's existing monitoring suite without any technical effort from clients, and works across the full range of devices and browsers that Integrity Advocate supports, from mobile to desktop.

ExposeAI is designed to detect the presence and use of GPT-powered plugins during an assessment session, giving organizations the visibility they need to maintain the integrity of their certification and training programs in an environment where AI tools are becoming standard equipment for learners looking to shortcut the process.

This is part of Integrity Advocate's broader commitment to staying ahead of the threats that matter most to the programs it serves. Human review remains at the core of every session. ExposeAI adds a layer of detection specifically designed for the AI-assisted cheating methods that automated systems alone cannot reliably identify.

The Broader Picture

AI cheating tools are not a passing trend. They are becoming cheaper, more capable, and more widely available. Organizations that do not have a response to this threat are issuing certifications they cannot stand behind.

Integrity Advocate's approach combines human review with purpose-built AI detection, so the results your program issues reflect what learners actually know, not what an algorithm answered for them.

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