AI Demos Research — the structured-intelligence platform. Every verdict on these pages opens to the execution behind it.
Graded 16 October 2026

Can Quizgecko generate accurate quiz questions from a clean scan?

Quizgecko passed this clean-scan quiz-generation scenario. It read an image-only PDF with no text layer and generated keyed questions that matched figure-only circuit symbols, table values, and other chapter facts.

1 of 1 test case passed

Every test case in this scenario has a result.

Pass rate100%1 of 1 gradable
Coverage1 of 1test case with a result
1PassDid everything it was expected to do.
0FailNo test case failed.
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 test case below: what we sent, what we checked, what the tool returned, and the proof.

The test case

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

Scanned study material with no text layerPassEvidence
What we sent
InputDocument (PDF)
Input PDF: image-only circuit chapter with symbols and table readings
Open the PDF ↗
What the tool returned

The tool's response has no text to quote: it is what the evidence under Proofs shows.

Proof 2 · Screen recording · ▶ 4:25–4:26

Proof 3 · Screenshot

Proof 4 · Screenshot

Proof 5 · Screenshot

Proof 6 · Screenshot

Proof 7 · Screenshot

Proof 8 · Screenshot

Expected vs. Found
✓Expected: Generate valid questions and correct answers from the scanned content without omitting or misreading it because it has no text layer.Found: It produced keyed questions from the image-only chapter, including figure-only circuit symbols and exact table readings, with no omission or misread shown.
Supporting proof
Proof 1Screenshot
Settings dialog: quiz types and limits
Open original ↗
Proof 2Screen recording
Screen recording: upload and generated quiz scroll
Key moments
Open original ↗
Proof 3Screenshot
Materials view: quiz total and first question
Open original ↗
Proof 4Screenshot
Questions 2 and 3: circuit symbols
Open original ↗
Proof 5Screenshot
Question 14: current is not used up
Open original ↗
Proof 6Screenshot
Question 27: parallel-branch current adds up
Open original ↗
Proof 7Screenshot
Question 35: parallel-circuit current with hyphenated stem
Open original ↗
Proof 8Screenshot
Question 28: added branch and current with hyphenated stem
Open original ↗
Why this result

It passes because the scan had only page images and no text layer, and the generated questions matched figure-only symbols and table readings instead of omitting or misreading them.

Also observed in this test case

Question count. It produced 52 questions even though the maximum was 50.

Hyphenation. Some stems kept line-break hyphenation from the scan, but the answers stayed correct.

Tested by Anshika Gupta · evidence dated 29 September 2026
Limitations of this result

Only selected questions were checked against the chapter, so the page does not show every question being verified.

The proof covers 11 selected questions, including the figure- and table-based items.

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
Quizgecko
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 clear scanned PDF had to be uploaded, and the product was asked to generate a quiz from the material.
Question types
Multiple Choice
Difficulty
Hard
Max questions
50
Tested
29 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 test case's result says which one 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 test case's result 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 →
ScenarioA cleanly scanned document →
ToolQuizgecko →

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
29 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.

Report an issue →
Request a retest

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

Request a retest →
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/quizgecko/a-cleanly-scanned-document · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-16

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 · 3.3 MB
Proof 1 · Screenshot ↗image/png · 95 KB
Proof 3 · Screenshot ↗image/png · 119 KB
Proof 4 · Screenshot ↗image/png · 201 KB
Proof 5 · Screenshot ↗image/png · 208 KB
Proof 6 · Screenshot ↗image/png · 131 KB
Proof 7 · Screenshot ↗image/png · 127 KB
Proof 8 · Screenshot ↗image/png · 119 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Input · Document (PDF)409bfc800bb985691ff449b163f30b7a867a879b13f8508369559e7217e3b8db
Proof 1 · Screenshote6c9c31b4a80a54e7a2410bc3c7efea22960f05a6bc970162d791f228f686ee2
Proof 2 · Screen recordingd5bd8e104a17de7a419ab3b61c8ebb4d681addb8f57dc4456d10da3390ac6916
Proof 3 · Screenshotfb7a2bf2ee88e20a76c00a05aa5929a0b32cc1200c25b38bb86b97896f6e3c71
Proof 4 · Screenshot965808725e10b0d300fb0db9585914a18a7e486a48877e305a064399e71c9603
Proof 5 · Screenshotb05e30c15a0fdfb479cf749d6268a99510ba1c04120216b53661285640c4b680
Proof 6 · Screenshotc9ebccdb6b7a4a8bdce1292732a3930e164f9b332e395676b6a8617959c46264
Proof 7 · Screenshot6574835f2c740c96934a8828cf563f08a3255a35ccd98412a732115c15ec652c
Proof 8 · Screenshotfe3d6f85233e277966da3407b707222f34163f43682fbe665fb94f73b508218a