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P R U F

Management is proven
when it is recorded.

PRUF is the learning-management platform YEON built in-house. What a student did — and did not do — at every hour stays on record. So parents see the process, not just the results.

The Starting Point

Being logged in is not
the same as studying.

A system that only tracks attendance cannot see the difference. What makes grades is not whether a student sat there, but what they did with the time. That is why we built our own platform instead of using off-the-shelf tools.

Record

What a student did — and did not do — at each hour stays on record.

Analyze

Where they stalled, which mistakes repeat, and where the plan slipped all become visible.

Adjust

What to change next week gets decided. This is where management begins.

Learning Status

The Daily Learning Record

DASHBOARD

Hour-by-hour records

The day is broken into hours, and what the student actually did in each one is written out in plain sentences. Hours with nothing in them stay on record too.

  • Hourly activity summaries
  • Online time separated from actual studying
  • Submissions, grading, and questions in one place
PRUFDashboard
Today’s Learning Record
Tuesday · 6 students active · updated 44 min ago
2–3 PM · IN PROGRESS
S
Seoyeon K.
Submitted 2 assignments, reviewed 8 missed questions
16 min
J
Junho L.
Logged in, but no recorded learning this hour
21 min
1–2 PM · 3 ACTIVE
M
Minjae P.
Drafted 3 essays — A&M 242 words, Purdue 241, UT 279. No gradable work this hour
17 min
J
Jiwoo C.
2 chats — no assignments, questions, or submissions
1 min
ACTIVITY

Actual study time

Total hours, days logged in, session counts — and which screens the student spent time on. This is where studying and looking busy get told apart.

  • Cumulative time over 7 and 30 days
  • Sessions and days active
  • Top activities by time spent
PRUFActivity · 7 days
StudentTotalDaysTop activities
Seoyeon K.16h 11m6 / 7Assignments 4h 55mReading 3h 56m
Minjae P.19h 4m7 / 7Assignments 4h 21mReview 3h 58m
Junho L.9h 56m5 / 7Assignments 4h 26mSAT 2h 16m
Jiwoo C.4h 28m7 / 7Essays 2h 10mChat 44m
SCHEDULES

Hours planned, hours kept

Students submit their own study schedules, and PRUF overlays them with actual activity records. The stretches where the plan was not kept show up immediately.

  • Per-student schedule submission and review
  • Planned versus actual follow-through
  • Daily and weekly views
PRUFSchedules · Adherence
Schedule Adherence
Tuesday · 5 students
Seoyeon
Junho
Minjae
Jiwoo
Hyunwoo
9am
9–1pm
9–1pm
9–12pm
10–1pm
Not submitted
2pm
2–6pm
Off plan
2–6pm
2–5:30pm
3–6pm
Tests & Assignments

Analysis that goes a level deeper

A score compresses 40 questions into a single number. PRUF looks at what is left underneath — which questions the student stalled on, how often they left the test screen, and where the written work went wrong.

TEST PORTAL

A test environment identical to the real one

The digital SAT’s screen layout, question navigator, and Desmos calculator are reproduced exactly. On test day, no screen should be one the student is seeing for the first time.

  • Same screens and controls as the real exam
  • Built-in Desmos graphing calculator
  • Module 2 difficulty adapts to Module 1 results
  • Scored the same way as the real test
YEON SAT #1Reading & Writing · Module 1Question 19 of 27
The Tunguska event, an enormous explosion that occurred near the Tunguska River in Russia in 1908, flattened an estimated 80 million trees over 2,150 square _______ scientists continue to study the event to understand its cause and effects on the environment.
Which choice completes the text so that it conforms to the conventions of Standard English?
Akilometers and
Bkilometers,
Ckilometers, and
Dkilometers
Includes Desmos calculator, reference sheet, and question flagging
QUESTION REVIEW

Per-question grading and work review

Students upload their handwritten work as-is; AI grades it first, then the instructor reviews and adjusts. What stays on record is not just the answer, but the exact step where the work went wrong.

  • AI first pass, instructor review and correction
  • Handwritten work kept on record
  • Per-question teacher feedback
  • Missed questions collected in one view
PRUFQuestion Review
85% · 34/40
40 questions · 39m 22s working time
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Correct 34Missed 6
Q22Missed1m 52s

The sign was flipped while finding the vertex of the quadratic. The student knows the formula — this is a recurring slip at the application step.

Work submitted by the student
y = 2(x − 3)2 + 1
vertex → (−3, 1)sign
ans : (−3, 1)
TIME ANALYSIS

Time spent per question

A correct answer that took more than twice as long as everyone else’s means the concept has not settled yet. It never shows on the answer sheet — but it will show on the next test.

  • Per-question time heatmap
  • Compared against the peer median
  • Time overlaid with right and wrong answers
  • Pinpoints the units for the next study plan
PRUFTime Analysis
Time per Question
Darker cells took longer
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FasterSlower
Q5Correct2.4× the median

The answer was right, but it took 3m 18s. When the same question type repeats like this, that is a signal the concept needs review.

FOCUS & ACTIVITY

Focus during the test

From the moment the test opens until submission, PRUF records whether the student’s screen stayed on the test. Time away, the number of exits, even copy-and-paste attempts are kept.

  • Time on the test screen versus away
  • When they left, and on which question
  • Copy, paste, and right-click logging
  • Automatic flags when thresholds are crossed
PRUFFocus & Activity
Focus Record
Across the 53 minutes the test was open
On test
40m
Away
12m
Exits
5
Test screen 40mOther app pages 3mLeft the test 9m
24% of the total time was spent outside the test.
Left the test screen 5 times.
The longest absence was 4 minutes.
Left 4:18 PM → back 4:21 PM · Q173m
Left 4:28 PM → back 4:32 PM · Q214m

These records are not there to surveil students. Knowing where focus broke lets us design that stretch differently for the next test — and when grades wobble, the cause can be confirmed in records instead of guesses.

Schedule Management

Every assignment planned, none missed

Whenever school posts an assignment or a test date, it gets recorded right then. From that moment on, PRUF reminds as deadlines approach, assigns the supporting material, and collects anything that slipped.

PLANNER

School deadlines and supporting material

Each new school date is logged by subject as it comes up. Students and parents see what is left on a single screen.

  • Assignments, quizzes, and test dates logged as they appear
  • Overdue items collected and shown separately
  • Attachments and score records per item
  • Supporting material assigned against the calendar
PRUFPlanner · Fall 2026
Coming Up
Tue18
Wed19·
Thu20·
Fri21··
Sat22
Sun23
Mon24
1 overdue item
Past due — record a score or mark it complete.
HW 1.0
Assignment · Pre-Calculus
Record score
Tomorrow
HW 1.1–1.2 WS
Assignment · Pre-Calculus
Attach
Thu, Aug 20
Personal History Project
Assignment · U.S. History
Attach
Fri, Aug 21
Quiz 1.1~1.3
Quiz · Pre-Calculus
Attach
STUDENT OVERVIEW

Slipping subjects get caught first

Subjects that drop below 80 or trend downward collect automatically, and practice can be assigned to them on the spot. Eight weeks of daily status sit in a single row, so whether things are improving shows at a glance.

  • Assignment completion and grade trends
  • Daily status record (alert · watch · good)
  • Below-threshold subjects collected automatically
  • Practice assigned to the subject in one step
PRUFStudent Overview
Assignments done
42
Check-in rate
88%
Grade change
+6
Last 4 weeks
31h 21m
4 weeks agoToday
Status Record
↗ Recovering · 12 days without an alert
Last 8 weeks · one cell per day · alert · watch · good
Focus Subjects below 80 or trending down
English III76Assign practice
Pre-Calculus79Assign practice
Chemistry83Assign practice

And More

MISSION CONTROL

Plan submission checks

See per class who has submitted today’s plan, and send a request on the spot to anyone who hasn’t. A student who put it off surfaces within the day.

CLASSES

Subject-level management

Every school course a student is taking is registered and managed — including courses without a YEON class, like US History, Adv Chemistry, or AP Pre-Calculus.

CHATS

1:1 messaging

Students talk directly with the person in charge. Questions get asked the moment they come up, and every conversation stays part of the record.

Screens shown are recreations of the actual UI; all student information displayed is fictional.

Book a Free Consultation
Online · Free
  • Guidance on what management your student needs, based on where they are now
  • A walkthrough of what gets recorded in PRUF and what you will see
  • A per-student solution plan delivered after the consultation
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