AI Demos Research — the structured-intelligence platform. Every verdict on these pages opens to the execution behind it.
Graded 6 November 2026

Does QuestionWell show learner progress when one topic improves and another stays weak?

QuestionWell fails this scenario: the learner view shows only whole-quiz scores, not topic-level progress. The same attempts appear broken out by learning outcome on the teacher side, so the missing detail exists but is not shown to learners.

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 with each test case below.
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.

Progress agrees with the attempts behind itFailEvidence
What we sent

We opened the learner-facing progress view.

ConfigurationScreenshot
Screenshot: assignment settings dialog with learner toggles
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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 · Screen recording · ▶ 4:58

Expected vs. Found
✗Expected: The progress should match the attempts, show the improved topic more positively, keep the weak topic marked as needing work, and avoid full mastery claims.Found: It matches the attempts but shows only whole-quiz scores, so the improved topic and the weak topic are not separated out.
Supporting proof
Proof 1Screenshot
Screenshot: learner dashboard with submission history
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Proof 2Screen recording
Screen recording: learner dashboard with submission history
Key moments
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Proof 3Screenshot
Screenshot: teacher results with learning-outcome grid
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Proof 4Screenshot
Screenshot: history screen after settings save
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Why this result

It is a fail because the learner surface shows only whole-quiz scores for the attempts, while the same attempts appear by learning outcome on the teacher side. No available setting produces the topic-level view the scenario requires.

Also observed in this test case

Teacher grid separates outcomes. The teacher side breaks the same attempts out by learning outcome, so the learner gap is in the learner view, not the data.

Later score appears again. A later attempt scored 8/20 on 22 October, and the dashboard listed it as another whole-quiz score.

Tested by Anshika Gupta · evidence dated 21 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
QuestionWell
Build or version
Not exposed by the hosted product
Plan or tier
Premium
Surface
Web app
Set up before the run
A learner history with earlier and later attempts was opened in the normal learner progress view, with one topic improving and another still incorrect.
Reading before quiz
off
Mastery cutoff
off
Sidebar reading
off
Real-time feedback
off
End-of-attempt score
off
Clever login
off
Tested
21 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 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.

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
9 November 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.

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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/questionwell/the-learner-checks-whether-they-are-improving · 0 pass · 1 fail · coverage 1/1 · graded 2026-11-06

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 · 183 KB
Proof 3 · Screenshot ↗image/png · 309 KB
Proof 4 · Screenshot ↗image/png · 245 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshot75f5b4996e6bbc009205522fee3263bb188ad9d5783f8f292ae5562872f862ad
Proof 2 · Screen recording0878f533439fafe75f4362ca22ed6e73764d80ea2b967529e4fe0ca9218359a6
Proof 3 · Screenshotdc1d77d854dbf7beb4c07cfa5396571e8c0adb139fc7878e3b472b58537554b8
Configuration · Screenshot891045b177a157e74d107b5857d733d1722400cdae706bf2343647ecdee0e34e
Proof 4 · Screenshot06c0e2db5d9ddc4ff35a9b5a1174e3c17f48a41234646efaec196085fdc8279a