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November 8, 2026 · 3 min read

Using AI for Formative Assessment in Problem-Based Learning

Learn how to use AI-powered formative assessment to guide student inquiry and monitor real-time progress in a problem-based learning classroom.

By Dr. Usman Durrani

Navigating the Future of Classroom Assessment

As we integrate smarter tools into our daily routines, many educators are asking how we can use technology to support genuine inquiry rather than just rote recall. In a problem-based learning (PBL) environment, the challenge is often assessing student reasoning in real-time without overwhelming the teacher with marking. By leveraging AI-powered formative assessment, we can move beyond traditional grading to understand the "how" behind a student's thought process, aligning with modern learning sciences that emphasize cognitive engagement.

At a Glance

  • Best for: School teacher (K-12)
  • The problem: Providing instant, meaningful feedback during complex inquiry-based lessons without manual grading bottlenecks.
  • Saval capability used: AI-Powered Assessment (AI Marking)
  • Plan needed: Free plan (AI feedback included)
  • Time to try it: About 15 minutes to set up a challenge.

AI-powered formative assessment allows teachers to provide immediate, rubric-aligned feedback on student responses during live problem-based learning sessions. By using AI to evaluate text, code, or math equations in real-time, teachers can identify knowledge gaps instantly, enabling timely interventions and personalized support while gathering data to inform future instruction.

How to Balance Responsible AI with Inquiry-Based Learning

The goal of a smart classroom isn't to replace teacher intuition, but to augment it with educational data mining. When using explainable AI in education, it is critical that teachers retain control over the feedback loop. By adjusting the strictness of AI grading and choosing when to show feedback to students, you ensure that the technology serves the learning objective rather than dictating the flow of the lesson.

How to Do It with Saval

  1. Select Class Quiz to start a live, gamified session that keeps students engaged with your problem-based scenarios.
  2. Configure the AI settings by defining your rubric and deciding whether to show students the AI feedback immediately or hide it for a teacher-led debrief.
  3. Create your challenges using the AI Challenge Generator to quickly translate your lesson objectives into real-world problems.
  4. Launch the session and have students join via QR code.
  5. Monitor the Performance Dashboard as students submit work to spot trends in reasoning and identify who needs extra support.
[SCREENSHOT: A teacher dashboard showing a live heatmap of student performance on a complex multi-step problem.]

Worked Example

Consider a Grade 10 science teacher presenting a scenario about sustainable energy grid optimization. Instead of a standard test, the teacher uses a Saval challenge where students must propose a calculation for load balancing.

  • Challenge: "Calculate the energy deficit if demand peaks at 500MW and solar output drops by 30% from a baseline of 400MW."
  • Rubric: AI checks for the correct formula application (400*0.7) and the final result (120MW deficit).
  • Feedback: The AI provides specific guidance if the student mistakes the percentage calculation, reinforcing AI skills by helping them troubleshoot their own logic.

FAQ

Can I use AI to grade non-text responses? Yes, Saval supports multimodal grading for math equations and code using the built-in IDE [VERIFY: availability].

Does AI grading replace teacher assessment? No, it serves as a formative tool to provide immediate feedback, allowing teachers to focus on deeper, qualitative coaching.

How does this support student data privacy? Saval maintains strict data isolation and audit trails to ensure responsible use of student information.

What This Means for Your Role

For the classroom teacher, this approach drastically reduces the time spent on basic marking, allowing you to focus on the nuances of student reasoning. You retain final authority over assessment strictness, ensuring that responsible AI practices remain at the center of your pedagogy. The primary limit is ensuring that the prompts provided to the AI are clearly aligned with your specific learning objectives.

Try This Tomorrow

Select one complex problem you plan to cover in your next lesson. Create a single, open-ended challenge question in a Saval Class Quiz and use the AI marking capability to provide feedback on student logic rather than just the final answer.

Takeaways

  • Use AI as a formative tool to provide immediate feedback during inquiry.
  • Maintain teacher control by customizing AI rubrics and feedback visibility.
  • Leverage analytics to identify patterns in student reasoning rather than just grades.
  • Focus on problem-based learning to foster critical thinking skills alongside AI literacy.

Run your first Class Quiz on the Free plan; students join with a QR code.

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