00 · Lunero AI
Reveal the data hidden in every exam.
For centuries, exams have ended with a score.
Lunero reads handwritten exam papers in Arabic and English, grades them against your mark scheme, and returns a report each school can act on.
Student data stored in the UAE.
What follows is why we built it.
01 · The Blindness
For as long as there have been schools, one thing about every student has been knowable. And only one thing.
A student scores 83% in biology. The number is recorded. The number is aggregated. The number is all the school will ever know about how she thinks.
The teacher spent 5.4 hours that week grading, and the number arrives three weeks after the exam, into a class that has already moved on.
In TALIS 2024, 40% of lower secondary teachers across OECD systems report too much marking as a source of stress. It costs teachers time they do not have, and the student it is meant to serve is already past the moment when the feedback could matter.
It has never been possible to know how she arrived at 83. Whether she reasoned her way there or remembered her way there. Whether the 17 she lost was carelessness or a gap in thinking that will follow her into university, and past it.
She has been scored. She has not been understood.
Source · OECD TALIS 2024, Figure 3.3 (lower secondary teachers)
02 · What Becomes Visible
The same exam. The same student. Unlocked.
Reem Al-Mansouri · Cognitive Profile
End of term · Biology · Year 10 · Total 83%
The Reading
She isn’t an 83% student.
She is a student who recalls solidly, understands what she reads, and reasons cleanly when the question is structured. What she cannot yet do well is apply. Take what she knows and use it on a problem she has not seen before, in a shape the textbook did not prepare her for.
She is one focused unit of instruction away from developing the transfer skills that separate Year 10 students from Year 12 students. The next step becomes clear.
03 · The Sample
A real report, from a real exam.
What follows is Reem Al-Mansouri’s AI-graded biology feedback report, rendered exactly as the Lunero product generates it. Three graded questions are shown here.
Biology: Cells, Transport and Cell Division
Name two organelles found in plant cells but NOT in animal cells.
Cell wall and chloroplasts.
Excellent work! You correctly identified both the cell wall and chloroplasts, demonstrating a clear understanding of the key structural differences between plant and animal cells.
The student correctly identified two organelles unique to plant cells. Both 'Cell wall' and 'chloroplasts' are accurate examples of structures found in plant cells but not in animal cells, earning full marks.
A student says: “Diffusion and osmosis are the same thing because neither uses energy.” Explain why this statement is not fully correct.
The student is partly right because both don’t use energy. But they are different because diffusion is about any molecules moving from high to low concentration and osmosis is only about water. Also osmosis needs a membrane but diffusion doesn’t always need one.
Excellent work! You’ve clearly articulated the crucial distinctions and shared characteristics of diffusion and osmosis. You correctly identified the energy requirement, the type of molecules involved, and the role of a membrane. This demonstrates a strong understanding of both processes.
The student correctly identified three key differences and similarities between diffusion and osmosis. They noted that both are passive processes not requiring energy (1 mark). They distinguished that diffusion involves any molecules, while osmosis is specific to water (1 mark). Finally, they correctly stated that osmosis requires a membrane, while diffusion does not always (1 mark).
Explain why the glucose concentrations are equal at 30 minutes.
Because the molecules kept moving until both sides had the same amount. There was no more concentration gradient so the molecules stopped moving.
You’ve correctly identified that molecules move until concentrations are equal. However, at equilibrium, molecules don’t stop moving. Instead, they continue to move in both directions across the membrane at equal rates, resulting in no net change in concentration. This is known as dynamic equilibrium. For a complete explanation, remember to specify the molecule (glucose) and the process (diffusion from an area of higher concentration to lower concentration).
0/2 marks. The student correctly identifies that molecules move until concentrations are equal, indicating an understanding of equilibrium. However, the explanation is fundamentally flawed as it states that molecules “stopped moving” once the concentration gradient was gone. This demonstrates a misconception of dynamic equilibrium, where molecules continue to move but with no net change. The answer also lacks specificity regarding the type of molecule (glucose) and the mechanism (diffusion from higher to lower concentration).
Showing 3 of 17 questions
Generated on February 16, 2026
Powered by Lunero AI Grading System
Actual Lunero AI Feedback Report · Rendered from live product output
04 · The Scale
This is what is being lost.
Cognitive data points, lost every year without Lunero.
Current ScaleOne School Cohort300 Students
Student counts are estimates.
Every year this continues, the number compounds.
05 · Scenarios
Three questions a score cannot answer.
A School Leader Asks
1-Where is our cohort actually falling behind?
Without Lunero
The principal sees pass rates and averages. They know Year 10 biology scores dropped three points this year. They do not know whether the drop was about recall, understanding, application, or analysis. They cannot tell whether the problem is the curriculum, the pedagogy, or the cohort itself. They make decisions about teacher development, resource allocation, and intervention strategy from a position of limited information.
With Lunero
The school leader sees cognitive performance aggregated across every cohort. They know Year 10 is strong in Arabic recall but weak in Arabic analysis. They know which teachers need coaching in which dimensions. They know which three topics, across all subjects, need curriculum review. When an inspector asks what the school is doing about student outcomes, the answer has specificity the inspector has never heard before.
A Teacher Asks
2-Where do I focus the next three weeks?
Without Lunero
The teacher has thirty students and a new unit to start on Monday. They have read the top five papers in depth and skimmed the rest. They know the class struggled with something on the last exam, but they cannot tell which students, which topics, or which kinds of thinking need support. They make a judgment call and hope it covers the real gaps.
With Lunero
The teacher opens a single dashboard and sees that twelve students share a weakness in application. Six of them also struggled with a specific topic. The intervention writes itself. Three weeks of targeted work, addressed to a real pattern the teacher can now see, rather than a guess across thirty students.
A Parent Asks
3-What should my child actually work on?
Without Lunero
The report card arrives with a percentage and a comment that says “needs improvement” or “working above expectations.” The parent has no way to know which topics their child struggled with, whether the gaps are about memorization or reasoning, or what twenty minutes of focused work after dinner should actually cover. So they say “study harder” and hope.
With Lunero
The teacher can answer the question now. She knows which three topics cost the daughter marks. She knows the gap is in application, not recall. The daughter, on her own student report, can see what she missed and why. The dinner-table conversation has somewhere to go. Twenty minutes of focused work after dinner has a target, or three weeks with a tutor on exactly the thing that needs attention. The next exam improves because the work was specific.
Specificity changes what a school is able to do.
06 · Built Arabic-First
Arabic is the hard problem. Lunero solved it.
Handwritten Arabic is cursive by default. Letter forms change depending on position in a word. Diacritical marks are often omitted. Regional handwriting varies across the Arab world. Reading it reliably, and then reading it for cognitive reasoning rather than surface accuracy, is substantially harder than reading English. Most AI education tools skip this problem or handle it as a translation layer added to an English-first system.
One Letter · Four Forms
The Multilingual Dividend
The consequence of solving the hard case first. Lunero reads handwritten exams in Arabic, English, French, Spanish, and 15 other languages natively. Not a multilingual grader assembled from parallel systems. A single engine that treats every script with the same cognitive depth, because the engine was built to handle the most demanding case from the start.
At the Level Where National Strategy Becomes Real
The UAE has declared where it is going. Arabic preserved as identity. Artificial intelligence deployed across every sector. Cognitive outcomes measured at national scale. The UAE Centennial 2071, the National AI Strategy 2031, and the We the UAE 2031 vision describe the destination.
The strategies do not build the infrastructure that carries students there. Lunero is that infrastructure, operating at the level where the strategies become real, which is inside the exam, in the language the student wrote it in.
Arabic does not need to be an afterthought in AI. Lunero was built so it never has to be.
07 · Sovereign by Design
Built in the UAE. For the UAE. In instances that belong to each school.
One · Data stays in the country
Every student record is stored on infrastructure located in the UAE.
Two · Each school is its own instance
Each school operates inside its own dedicated Lunero instance. A school’s data never leaves its own instance.
Three · Student work is not training data
Lunero does not train AI models on student work. A student’s exam stays inside the school’s instance.
A school’s students are its own. Their data should be too.