Future of AIEducation

How AI transparency tools can protect academic integrity and support an authentic learning experience

By Max Spero, Co-Founder and CEO of Pangram Labs

 Artificial intelligence (AI) has become integrated into daily life in nearly every sector, including education. In fact, 84 percent of educators now use AI in teaching environments.

But AI has become both a solution and a problem in classrooms.

Before AI, there was no getting around it: writing an essay would take hours if not days or weeks. Today, AI tools like ChatGPT and DeepSeek can produce comparable text in seconds, making it tempting for students to try to pass off AI-generated work as their own.

For educators, AI can also complete time-consuming and monotonous tasks like administration and grading responsibilities, leaving more dedicated time for teaching and student support. But these efficiency gains are being offset by a cat-and-mouse game of AI content detection.

Classroom AI use is a double-edged sword

AI use in education and academia is a controversial topic. A survey found that 92 percent of students now rely on AI in some form and 88 percent have used generative AI for assignments. This usage can range from summarizing content to full-scale writing support.

There’s no denying that AI can enhance learning and digital literacy, but some usage raises important questions about ethics and its impact on academic outcomes.

Educators rightfully have concerns, as a quarter of teachers believe AI does more harm than good, especially in schools. After all, how do they know whether the work submitted is truly reflective of a student’s knowledge and understanding?

The benefits of AI-detection tools in education

As generative AI tools have become more accurate and available, so have tools to detect them. AI detection software analyzes written content to determine the likelihood it was created by a human or an AI model with near-perfect accuracy.

AI content typically has consistent language and writing style patterns that lack variation and don’t feature the natural tone and small errors typical of human writing. Just as many writers have a handful of words they use all the time, AI has a slew of go-to phrases that it relies on much more often than the average human does.

From “faced numerous challenges” to “poignant,” AI detectors can spot these patterns and predict with high accuracy whether a piece is likely AI-generated.

For teachers and lecturers, these tools are becoming essential for protecting academic integrity and supporting independent and ‘authentic’ learning. When students submit work generated partially or entirely by AI, assessment fairness is undermined.

AI detection tools can provide some much-needed visibility over the quality of student work and provide opportunities to open conversations with students about academic honesty, with the data to back up their concerns.

The value of AI detection also goes further than just spotting signs of misuse – these tools are now being used to streamline teacher workloads.

Detectors can flag suspicious speech patterns consistent with generative AI to give teachers a quick and accurate insight into assignments that may require a closer look.

Instead of sifting through every piece of work manually with skepticism about the real author, detectors can spot-check submissions that feature AI to give teachers a better understanding of which students may not be understanding their work or are left feeling disengaged.

Detectors aren’t just about catching dishonesty, but also about uncovering gaps in understanding for students.

If a student consistently submits flawless essays that show signs of AI support, educators can go beyond just criticizing for academic fault and find out why a student is leaning on AI. It could be a sign they’re struggling or lack confidence in their own writing.

When used correctly, AI detection can act as a diagnostic tool to highlight integrity issues and signal when a student may require more support, opening the door for timely interventions and more personalized learning support.

Integrating AI detection with AI teaching tools

 AI detectors are just one of many AI-based tools that teachers can use to streamline monotonous responsibilities.

When combined with other tools like grading automation platforms and learning analytics, teachers can transform how they allocate time and keep students on track.

AI-assisted grading can help reduce hours of long-winded manual grading by assisting with evaluations and even suggesting feedback, saving time and ensuring students receive marked work in a timely manner.

However, AI grading systems can also create accuracy issues if solely relied upon. At most, they should only be used to assist teachers and not take over grading entirely to ensure students are awarded grades accurately and fairly.

AI-powered analytics can provide real-time information about classroom performance by tracking trends across multiple assignments to highlight common errors and flag which students may be struggling.

Integrating these platforms with detection tools can provide a more comprehensive overview of student effort and understanding so educators are more in tune with classroom performance and needs.

Protecting academic integrity and promoting responsible AI use

As with any technology, but especially AI, responsible use is key. Students should be informed how their work is being assessed, and teachers should complete training to use detectors and analytics results accurately.

AI is not foolproof, and while detection tools can be highly accurate, they should not be treated as official results in the context of education. Instead, they should inform and support educators’ decision-making instead of replacing it.

AI should also be used by schools and universities to create conversations around academic integrity and the correct use of AI for learning purposes instead of demonizing it.

Teaching students about ethics can help them succeed in an academic environment and a professional one where AI has become more integrated into day-to-day activity.

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