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Graded 8 October 2026

Can PDF to Quiz turn study material into a quiz?

PDF to Quiz passed the English chapter quiz task and failed the Hindi one. In the English run, it produced multiple-choice questions with correct keys and later chapter coverage added in the second run. In the Hindi run, the language stayed Hindi, but two checked keys were wrong and one item had no correct option.

1 of 2 test cases passed · 1 failed

Every test case in this scenario has a result.

Pass rate50%1 of 2 gradable
Coverage2 of 2test cases with a result
1PassDid everything it was expected to do.
1FailMissed at least one thing it was expected to do; the reason and proof are on the row.
0Not gradableEvery result here could be graded.
0UntestedEvery test case in this scenario has a result.
The pass rate is a summary. The evidence is the 2 test cases below: what we sent, what we checked, what the tool returned, and the proof.

The 2 test cases

Each test case is judged on its own: Pass, Fail, Not gradable, or Untested. The scenario result above counts these rows.

Study material to an ordinary multiple-choice quizPassEvidence
What we sent
InputDocument (PDF)
Ten-page science chapter on electric circuits with a text layer and circuit-topic headings.
Open the PDF ↗
What the tool returned

The tool's reply is shown in the screenshots under Proofs.

Expected vs. Found
✓Expected: The quiz should use the requested question form, stay answerable and correct, and cover the core ideas without gaps or unnecessary repetition.Found: Multiple-choice questions were produced, the checked items were answerable and correctly keyed, and the later chapter ideas were covered in the second run.
Supporting proof
Proof 1Screenshot
Quiz start screen for the first run, with multiple choice selected and 15 questions set.
Open original ↗
Proof 2Screen recording
Screen recording showing two quiz runs from upload through grading.
Key moments
Open original ↗
Proof 3Screenshot
First-run results screen with score, question counts, and the start of the review list.
Open original ↗
Proof 4Screenshot
Second-run review items about a voltmeter in series and ammeter sensitivity.
Open original ↗
Proof 5Screenshot
Second-run review items about series wiring, parallel brightness, and an ammeter in parallel.
Open original ↗
Why this result

It produced multiple-choice questions from the chapter, and the checked items were answerable with correct keys and wrong distractors. The second run added the later chapter ideas, so the quiz did not just repeat one core idea.

Also observed on this row

Page limit. The free plan allowed only five uploaded pages, so the chapter had to be split across two quiz runs.

Repeated idea. The first run repeated the same current idea, and the later pages added new chapter topics.

Tested by anshika gupta · evidence dated 15 September 2026
Same-language quiz from same-language materialFailEvidence
What we sent

No typed message was sent in this test: the product was given its input through its own upload and settings.

What the tool returned

The tool's reply is shown in the screenshots under Proofs.

Expected vs. Found
✗Expected: The quiz should stay in the specified language, use the requested question form, and give correct, answerable questions without language mixing.Found: The questions, options, keys and explanations were in Hindi, but two checked second-run keys were wrong and one item had no correct option.
Supporting proof
Proof 1Screenshot
First Hindi run page selection, with the first five pages selected.
Open original ↗
Proof 2Screenshot
First Hindi run options dialog with medium difficulty.
Open original ↗
Proof 3Screenshot
First Hindi run review of the bicycle-chain analogy question.
Open original ↗
Proof 4Screenshot
First Hindi run results page with the start of the review list.
Open original ↗
Proof 5Screenshot
Second Hindi run page selection, with later pages selected.
Open original ↗
Proof 6Screenshot
Second Hindi run options dialog with Hindi selected and hard difficulty.
Open original ↗
Proof 7Screenshot
Second Hindi run question about a broken lamp filament.
Open original ↗
Proof 8Screenshot
Second Hindi run question about fuse placement.
Open original ↗
Proof 9Screenshot
Second Hindi run question about voltage across three parallel lamps.
Open original ↗
Proof 10Screenshot
Second Hindi run review of filament failure and parallel lamps.
Open original ↗
Proof 11Screenshot
Second Hindi run review of parallel lamps and brightness ratio.
Open original ↗
Proof 12Screenshot
Second Hindi run results page with score and review start.
Open original ↗
Proof 13Screenshot
Hindi reviewed questions with bracketed English glosses.
Open original ↗
Proof 14Screen recording
Merged recording of both Hindi runs from upload to grading.
Open original ↗
Why this result

The output stayed in Hindi, but two checked second-run keys were wrong. One item gave a value that did not match any option, and another key contradicted its own explanation.

Also observed on this row

Bracketed terms. A few bracketed English glosses appeared inside otherwise Hindi explanations, but the questions and answers remained in Hindi.

Wrong Hindi key. The same idea was keyed correctly in the English run, but the Hindi run gave the wrong key for the parallel-branch question.

Page limit. The free plan allowed only five pages per upload, so the chapter was split across two runs.

Tested by anshika gupta · evidence dated 5 October 2026

Configuration and setup

How this tool was set up for the run and what the test needed in place. Each row is a fact from the run's records; a fact the records do not hold is left out, not guessed.

Software that produced the output
PDF to Quiz
Build or version
N/A — no visible version number found anywhere in the recordings (SaaS web app, no exposed version indicator)
Surface
Web app
Set up before the run
A chapter that teaches a small set of core ideas had to be supplied, and the product was asked to generate an ordinary multiple-choice quiz from it.
Quiz type
Multiple Choice
Number of questions
15
Timed quiz
off
Study mode
off
Language
English
Difficulty level
Hard
AI supplement questions
off
Tested
15 September 2026 · anshika gupta

How this scenario is graded

How we decide Pass, Fail and Not gradable. The same rules apply to every tool tested on this scenario.

How results are decided

Each test case gets one result per tool: Pass, Fail or Not gradable. A test case we haven't run yet shows Untested. There are no partial results.

The rules
  • Pass: the tool did everything the test expected, and nothing it said contradicts the correct answer.
  • Fail: at least one expected behaviour clearly didn't happen; the row says which and quotes the tool.
  • Not gradable: our evidence couldn't settle the outcome (for example a record we needed is missing). It is never counted as a fail, and the row says what's missing.

Where this sits in the benchmark

This page is one cell of a larger study: one tool, one scenario. Only this benchmark's frame appears here.

LevelNameScope
BenchmarkQuiz Generation →15 scenarios · 10 tools
CapabilityQuiz Generation →
ScenarioThe user turns study material into a quiz →
ToolPDF to Quiz →

History of this result

What has happened to this result since it was first published. Runs and grades are never overwritten: a retest or a re-grade publishes a new result and keeps the earlier one readable.

from the publication record
12 October 2026First publishedQuiz Generation v1

Act on this result

Nothing filed here edits the run or the grade. A challenge opens a review, and a review can produce a new run or a re-grade — which becomes the current result and leaves this one in the history.

This matches what I see

You run the same kind of test against your own setup and get the same behaviour.

Agree →
This does not match

Yours behaves differently. Tell us what you got, with a screenshot if you have one.

Disagree →
Point out an issue

Something here is wrong — a reference value, a transcription, a grade.

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Request a retest

On a newer build, a larger dataset, or your own setup.

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We have fixed this

Tell us what changed and we schedule a rerun of the failing test case. The old result stays as history.

Vendor notice →
Filed against this evidenceNothing yet. Challenges, counter-evidence and fix notices appear here with their outcome, and stay on the page after they are resolved.
Cite this result
aidemos.com/benchmarks/quiz-generation/results/pdf-to-quiz/the-user-turns-study-material-into-a-quiz · 1 pass · 1 fail · coverage 2/2 · graded 2026-10-08

The same record is available as structured data through the AI Demos MCP server, with the counts, the coverage and every per-test-case reason carried as fields.

Verify the proof files

These files support this result. Open a file to inspect the original evidence.

Input · Document (PDF) ↗application/pdf · 265 KB
Proof 1 · Screenshot ↗image/png · 79 KB
Proof 3 · Screenshot ↗image/png · 161 KB
Proof 4 · Screenshot ↗image/png · 404 KB
Proof 5 · Screenshot ↗image/png · 448 KB
Proof 1 · Screenshot ↗image/png · 411 KB
Proof 2 · Screenshot ↗image/png · 202 KB
Proof 3 · Screenshot ↗image/png · 255 KB
Proof 4 · Screenshot ↗image/png · 127 KB
Proof 5 · Screenshot ↗image/png · 523 KB
Proof 6 · Screenshot ↗image/png · 220 KB
Proof 7 · Screenshot ↗image/png · 202 KB
Proof 8 · Screenshot ↗image/png · 191 KB
Proof 9 · Screenshot ↗image/png · 150 KB
Proof 10 · Screenshot ↗image/png · 378 KB
Proof 11 · Screenshot ↗image/png · 325 KB
Proof 12 · Screenshot ↗image/png · 177 KB
Proof 13 · Screenshot ↗image/png · 375 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Input · Document (PDF)220bc6e2dc7e6824ee5bb81ff8f24b17c234c2eb1463835468fdc77a602c3dff
Proof 1 · Screenshotccefae85f066cdbbee37d64e592058955a90389b1e65919db17e779d9b64f06e
Proof 2 · Screen recordinge0c3cff0eadd48e058c45f62130bc84c5874268842567512cf158a164992fc91
Proof 3 · Screenshot0a5702ce91d5046a04b43d277bb723da187e2045ed94c4d46f55ebc550d185c4
Proof 4 · Screenshot7f3c8d6f0641006ba5d1af3fac7af9ad9d9bac97563455162d296805eb7047ca
Proof 5 · Screenshot2677aac4c1ef5083119b14a07ee9620bd1d36357b09a942a4d3ee0bc1488f15b
Proof 1 · Screenshot35d71b2d4c01cc42e17c23a23353bb015b590cf42b8c475461bfb284a72dfc6e
Proof 2 · Screenshot2a779048857d7e1c82cae9861ee6656bc28a16598d06f5c56d0109e0a511e6a3
Proof 3 · Screenshot3038ecef3812455070087cbdf026a33baa8a571b1f25185daac91dc84210a0b2
Proof 4 · Screenshot9e6fe2bf22858b34e096fc0bae652360926702eff8a6068ab7c91fb807521e3a
Proof 5 · Screenshot1ac4f63f744ac283dd993dec4401d4c23fb471fc66f7f27b6b3e302b0bb2559c
Proof 6 · Screenshot54d12034467e32564ae8142a3ec5e35134e3a2ed1008f9a815a6aa5029012362
Proof 7 · Screenshotb698ae1111ccc55eea0f8c9ee43efde8adb19dfc1388c6da507308a931a1aeba
Proof 8 · Screenshota24141484334318054071e313ce49955213c5bc5a937e07cece9c568dcbc6c59
Proof 9 · Screenshotc2a2618ba1bb122d4e4c42f163e1cfea37dd5edcaa76f60de60a940957d9b4bb
Proof 10 · Screenshot50f2189a2422333d46e7fcd3f2c3961c7844dec7879ae52be188036389c2cf0e
Proof 11 · Screenshot5c90933b540cc67ea7f3a3266fb9defe5071d6ae4f573e789864c51eb76b5ca6
Proof 12 · Screenshot4e90b1663a2e32f1ce718d5d1b25256958cd676436338814b68c64ce336e6df7
Proof 13 · Screenshot0bcfed270b3abb01837d6b50718c81b056d05d835b91093aea24244ed3ff313c
Proof 14 · Screen recording44b024e976007d68a9e01808161038c4910ada740cff94e2e914c9dab71f3efb