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

Can Quizgecko show whether a learner is improving?

Quizgecko fails to show learner progress by topic in this scenario. The counts line up with the attempts, but the captured views stay at quiz or question level, so the improved topic never appears more positive and the weaker topic never appears as needing work.

1 of 1 test case failed

Every test case in this scenario has a result.

Pass rate0%0 of 1 gradable
Coverage1 of 1test case with a result
0PassNo test case passed.
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 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 counts this row.

Progress agrees with the attempts behind itFailEvidence
What we sent

No typed message was sent in this test.

What the tool returned

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

Proof 1 · Screenshot

Proof 2 · Screenshot

Proof 3 · Screenshot

Proof 4 · Screen recording · ▶ 3:10–3:11; ▶ 3:15–3:23

Proof 5 · Screenshot

Proof 6 · Screenshot

Expected vs. Found
✗Expected: Progress should match attempts, show improvement on one topic, keep the other topic needing work, and not claim mastery while weakness remains.Found: Counts match attempts, but the views stay generic, so the improved topic is not shown positively and the weaker topic is not shown as needing work; mastery is not claimed.
Supporting proof
Proof 1Screenshot
Partial-results card with quiz progress
Open original ↗
Proof 2Screenshot
Student results modal with attempt scores
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Proof 3Screenshot
Course report with student progress summary
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Proof 4Screen recording
Recording of analytics and student sessions
Key moments
Open original ↗
Proof 5Screenshot
Results list without topic labels
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Proof 6Screenshot
Results list with question-level chips
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Why this result

It is a Fail because the product never shows learner progress by topic. Counts match attempts, but the improved topic is not shown positively and the weaker topic is not shown as needing work, so two required behaviours are missing.

Also observed on this row

Question-level analytics. The analytics tab lists difficult and easy questions by question, not by topic, with rows reading 0% average and 0 attempts.

Partial completion only. The learner card says the quiz ended before every question was answered and labels that state as partial results.

Tested by anshika gupta · evidence dated 1 October 2026
Limitations of this result

The documented Mastery Score view is not shown here.

This modal shows whole-quiz scores, not topic breakdowns.

This still does not show the Analytics tab's contents.

Only part of the results list is visible.

Only five quiz rows are visible here.

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 learner history with earlier and later attempts, including one improving topic and one still incorrect, was needed. The product's normal learner-facing progress or performance view was opened.
Tested
1 October 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
CapabilityLearner Progress →
ScenarioThe learner checks whether they are improving →
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.

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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/quizgecko/the-learner-checks-whether-they-are-improving · 0 pass · 1 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.

Proof 1 · Screenshot ↗image/png · 100 KB
Proof 2 · Screenshot ↗image/png · 130 KB
Proof 3 · Screenshot ↗image/png · 151 KB
Proof 5 · Screenshot ↗image/png · 327 KB
Proof 6 · Screenshot ↗image/png · 340 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshote48873b4b5ca493fa91bad545eb0c973b35261e22d738bda6fba1319c63f6fbd
Proof 2 · Screenshot919413c4cd00318c03d0dcb49817d8b2a0d6419908fbd540480fddf4c852e5c8
Proof 3 · Screenshotd03aaa88fdfd3764d12877860ab18bef93e568123ee9b71332e100a8421fdb77
Proof 4 · Screen recording473c0564f53dd51f4b6826e5f3a3fc987dff9463eb8676773b85a1f76835fac1
Proof 5 · Screenshot32af65d0f4b7d692623e9f18f41dfd228c2f19e6ede0914787073456eba3d9c4
Proof 6 · Screenshot44b7f2cc7f28fe209c5ad49a6abee33fe78013caf945c8d756e816ed38731796