QP by Kim Gangmin Education

The question workspacefor science instructors

QP turns PDF and HWP exam papers into structured questions, uses Claude to draft explanations grounded in textbooks and past exams, and keeps only what the team has reviewed and approved.

In service since Sep 2026Used daily by 14 science instructorsPowered by Claude

QP · Explanation workbench
QP explanation workbench: a Claude-drafted explanation next to the original question, marked as matching the answer key and passing checks
Real screen · Oct 9, 2026

A Claude draft that matches the answer key and passes the format checks, waiting for a reviewer’s OK.

The problem

One question,
five windows open

To review a single science question, an instructor checks the original paper, the answer key, ten authorized textbooks, past exams, and the explanation draft — each in a different file. QP puts them on one screen.

Original paperPDF, HWP, HWPX

Answer keyIs the key itself right?

10 textbooks2022 national curriculum

Past exams6,596 questions to compare

Explanation draftIn the textbook’s own wording

QP — all on one screen

How it works

From exam paper
to question bank

Three steps, one workspace. Files go in, Claude drafts with sources, and the team decides what stays.

QP — sample screen

QP

새 대화

최근

  • 모의평가 문제지 정리
  • 중화 반응 해설
  • 문항 3 · 판의 경계
  • 계산 문항 단위 표기

팀원

PDF
모의평가 문제지.pdf올리는 중

넣을 수 있는 파일

PDFHWPHWPX정답표

문항 7 · 나눈 조각

  • 그림 1
  • 발문
  • 보기 ㄱ · ㄴ · ㄷ
  • 정답 ③
원본은 그대로 둬요

올린 파일은 고치지 않고, 나눈 조각만 문항으로 다뤄요.

+질문을 입력하세요
교과서기출

2022 개정 통합과학 교과서 10종

‘물 생성량 공식’ · 10종 중 0종

교과서에 없는 말이라 교과서 표현으로 썼어요.

교과서 표현

산의 H⁺과 염기의 OH⁻은 1 : 1의 개수 비로 반응하여 물을 생성한다.

작성 중›초안›검토 중›승인 대기›문항 DB

3. 그림은 판의 경계 A와 B 부근의 단면을 나타낸 것이다. 이에 대한 설명으로 옳은 것만을 <보기>에서 있는 대로 고른 것은?

ㄱ. A에서는 새로운 해양 지각이 만들어진다.

ㄴ. B에서는 화산 활동이 일어난다.

ㄷ. A와 B에서는 모두 지진이 발생한다.

① ㄱ② ㄴ③ ㄱ, ㄷ④ ㄴ, ㄷ⑤ ㄱ, ㄴ, ㄷ

검토 메모

초안이 올라왔어요. 검토 그룹이 풀어 볼 차례예요.

1검토 그룹반영됨

B가 어떤 경계인지 그림만으론 모름 → 이동 방향!

작성자판이 움직이는 방향을 넣었어요.

2검토 그룹

다시 풂. 정답 ⑤ 그대로 OK

관리자가 승인했어요.

문항 DB에 들어감

This animated screen is illustrative. Real screens are shown above and below.

10authorized Integrated Science textbooks used as sources
6,596past-exam questions from 330 exam sessions
2,224in-house Integrated Science questions digitized
3,000questions answer-checked with Claude so far

Real screens

What it looks like
on an ordinary day

Our science team uses QP every day. This is an unedited screen from October 9, 2026.

QP · Chat
QP chat: a teammate asks for September 2014 question 8, QP asks which subject, then shows the original question with its source
  1. 1

    Ask the way you’d say it“Sep 2014, #8” — no form, no filters.

  2. 2

    When it’s unclear, QP asksInstead of guessing, it asks which subject.

  3. 3

    The original, with its source2014 September mock exam, Life Science II, question 8 — figure and choices exactly as printed.

Past-exam questions are public exam material. Team names are hidden.

Features

Five tools
for question work

Claude drafts explanations, re-solves every question, and flags what falls outside the curriculum. Everything arrives as a draft, and only what your team approves is kept.

Explanations

Step-by-step drafts, checked before review

Claude reads the question image, our unit notes, the team's must-follow rules, and real solution steps from our best explanations. We stream its structured output into the app, and automatic checks send it back for one revision if anything is off.

Opus 5.5 · highstructured output · streaming

문항 48-21 · 해설 초안검사 통과

  1. 반응 정리A를 B⁺ 수용액에 넣으면 A는 전자를 잃고 A²⁺로 산화된다.
  2. 양 세팅주고받은 전자 수가 같으므로 A 1개가 반응할 때 B 2개가 석출된다.
  3. 보기 판정ㄱ. A는 산화된다. (O) ㄴ. 수용액의 양이온 수는 감소한다. (O)

정답 일치형식 기준꼭 지킬 것 3개관리자 승인 대기

Answer keys

Every question solved blind

Sonnet 5 solves each question without seeing the key. When it disagrees, Opus 5.5 solves it again and flags whether the model or the key is wrong. 3,000 questions checked so far.

Sonnet 5→Opus 5.5

문항풀이정답표판정
48-03③③ok
48-07ㄱ, ㄷㄱ, ㄷok
48-12②재확인 ②④key_suspect
48-15⑤재확인 ④④model_miss

Question types

A map of every unit

Opus 5.5 describes what each question asks, then groups the whole unit into 8–15 types. The type decides which model explanations the drafter sees.

Opus 5.5

산화 환원 · 유형 11개예시

  • T01전자 이동과 이온 수18
  • T02금속의 반응성 비교14
  • T03양적 관계 계산11
  • T04실험 결과 해석9
  • + 7개 유형

Curriculum

Stay inside the textbook

Claude pulls scope limits such as “qualitative only” out of the national curriculum. Every quote is matched character by character against the source before an admin sees it.

Opus 5.5 · highpilot

교육과정 해설서예시

“… 산화와 환원은 정성적으로 다룬다.”

제한 종류
qualitative_only
원문 대조
글자 단위 일치
상태
승인 대기

Meetings

Recordings become decisions

whisper.cpp transcribes on our own Mac, so audio never leaves the office. Claude turns the transcript into decisions, to-dos, and rule candidates, each with a timestamp and a quote.

whisper.cpp · on-device→Opus 5.5

  • 결정해설 소제목은 ▶로 통일
  • 할 일43단원 정답표 다시 확인
  • 규칙 후보이온 전하를 분수 안에 쓰지 않기

AI output is a draft. Explanations and automated quality scores become canonical only after an admin approves them.

Screens in this section are illustrative.

What’s new

Updated
almost every day

QP has shipped 40 updates since its first release on September 27, 2026. Here are the latest.

  1. v1.20.2

    • Past-exam search now finds questions whose key concept appears only in a figure, and understands short subject names.
    • Scanned PDFs are read by two models, and any lines where they disagree are flagged.
  2. v1.20.1

    • Solutions now read in order: data → relations → working → each choice → conclusion.
    • Past-exam search also matches Integrated Science concepts, even when the wording differs.
  3. v1.20.0

    • See how the AI solved a question — compare two solutions and why each choice is right or wrong.
    • Pick textbooks, past exams, or web search from the “+” menu.
  4. v1.19.0

    • Select text on a PDF question and ask about it in chat.
    • What’s new now lives in the account menu instead of a pop-up.

FAQ

Questions
we hear often

Who can use QP?

Right now QP is invite-only for science teams. Self sign-up is coming soon — send us a note and we will set up your team.

What files can I upload?

PDF, HWP, and HWPX exam papers, plus answer keys. Scanned PDFs work too.

How are explanations made?

Claude drafts each explanation from the ten authorized textbooks and past exams, then QP checks it against the answer key and your team’s rules. Only explanations your team approves enter the question bank.

Which textbooks does it use?

The ten authorized Integrated Science textbooks of Korea’s 2022 national curriculum. If a term isn’t in them, QP says so first.

What happens to our files?

Original files are never edited. Copyrighted textbooks and original questions are not pushed to outside repositories, and location data is removed from uploaded photos.

For academies

Bring QP to your science team

QP is invite-only while we onboard teams one by one. 20 science instructors at other academies have already signed on for the pilot. Tell us what you teach, and we will reach out.

Sign-up is coming soon

QP is invite-only for science teams right now. Leave an inquiry and we will create your team’s accounts in order.

Already have an account? Log in