Feedback & Assessment · Auto-Generated Quizzes

Let Lumo draft the quiz. You keep the final word.

Point Lumo, Annoto's AI copilot for education, at any course video and get a draft set of time-tagged questions across Bloom's levels. Review each one, edit what needs it, and publish only what you approve. Published questions behave exactly like hand-written in-video quizzes.

Auto-Generated Quizzes in Annoto, shown on a course video
Why it exists

The bottleneck was never the quiz tool. It was writing the questions.

Placing a question takes a minute. Writing a good one takes far longer, so most videos never get quizzed at all.

Lumo drafts from the video

Questions are tied to the segments they test, across the levels of Bloom's taxonomy.

You review, not author

Every draft is editable and every item can be deleted before anyone sees it.

Nothing publishes itself

A quiz stays invisible to students until a human approves and publishes it.

Built for institutional data

Lumo follows strict privacy and compliance standards.

Bloom-alignedEditable draftsHuman approval

For how quizzes play, grade and sync, see In-video quizzes →

What it looks like

A draft you review, not a quiz you write

Lumo's draft appears beside the video as a list of questions, each with its timestamp, question type and Bloom's level. Open any item to edit the stem, answers, points and feedback, or remove it. Approve what you want, then publish.

Climate systems · Lecture 4
38:20
Drafted question, placed after the explanation it tests
Draft review
Edit, approve or delete
06:12
Multiple choice
Understand
Explain why CO₂ concentration affects global temperature. Which statement is closest to the lecture's account?
It absorbs outgoing infrared radiation and re-emits part of it downward
It blocks incoming sunlight before it reaches the surface
It increases the reflectivity of cloud cover
2 points
Feedback included
Popup · pauses video
Approve
Edit
Delete
14:48
Multiple answer
Analyze
Compare transport and agriculture: which statements about their emissions does the lecture support?
31:05
Open reflection
Create
Design a campaign idea for your campus to reduce its carbon footprint. Name the one behaviour you would target first.
True / False
Multiple choice
Multiple answer
Fill in the blank
Open reflection
Remember
Understand
Apply
Analyze
Evaluate
Create
Pedagogical value

Designing questions across Bloom's levels, at scale

The pedagogical win is coverage: questions on every video, not only the two or three you had time to build.

Writing every question by hand
A clear stem, one defensible answer and real distractors take time.
Only the two or three key lectures get quizzed.
The rest of the course stays plain viewing.
With Lumo drafting
Drafts arrive tied to the segments they test.
Proposed across Bloom's levels, recall through evaluation.
Every video can carry retrieval practice, not just a few.
Retrieval practice

Recall beats rewatching

The feature
Drafts a question for each major concept, time-tagged just after the segment that explains it, so every video can carry retrieval attempts.
The learner
Answers from memory while the material is fresh and sees feedback immediately.
The instructor
Gets quiz coverage across the whole course instead of the two lectures there was time to write for.
Bloom's taxonomy

Questions above the recall line

The feature
Labels each draft with its cognitive level and proposes items from remembering through creating, not only fact checks.
The learner
Explains, applies, compares and judges, meeting the kind of thinking the exam and the workplace will demand.
The instructor
Balances the mix per video and sees at which level the cohort's understanding thins out.
Feedback timing

Close the loop on screen

The feature
Every draft can carry feedback text shown after the answer, with Answer Reflection, retries and re-watch settings as on any Annoto quiz.
The learner
Learns why the right answer is right while the explanation is still on the timeline, and can rewind to check.
The instructor
Edits the feedback line in their own words; it is often the part students keep for revision.
Formative assessment and cognitive load

Rhythm, not interruption

The feature
Drafts are a proposal, not a quota: delete items, merge them, or keep one per concept so density fits the video.
The learner
Meets low-stakes checks at a steady pace, with wrong answers treated as information rather than penalties.
The instructor
Decides before publishing whether a set is practice or graded and sets points, retries and time limits to match.
Capabilities

Drafting, review and publishing, inside the player

Generated questions are ordinary Annoto interactions once published. Everything you can do with a hand-written quiz applies, and the drafting step adds a few things of its own.

Drafted from the video itself

Lumo works from what the video actually covers and proposes questions tied to the segments they test, each with a timestamp placed after the explanation.

Bloom's-level design

Each draft is labelled with its cognitive level, from remembering to creating, so you can balance recall checks with application, analysis and evaluation.

Every question type

True/False, multiple choice, multiple answer and fill-in-the-blank style items, plus open reflection prompts for the levels a fixed-answer question cannot reach.

Edit anything before publishing

Rewrite a stem, replace a weak distractor, move the timestamp, change the points, add feedback in your own words, or delete an item that misses the point.

The same settings as any quiz

Mandatory answer, retries with a set number of attempts, re-watch, time limit, shuffled answers, Answer Reflection, popup or side panel, and pause on show.

Approval before anyone sees it

A question is not visible to learners until it is published, and only approved items publish. Edits after publishing sync without re-uploading the video.

Reuse across videos and courses

Activities can be reused or bulk-imported across videos, courses and instructors, so a reviewed quiz survives from one term to the next.

Results in analytics and the gradebook

Answers feed Annoto's analytics, and scores sync to the LMS gradebook through LTI 1.3 exactly as they do for hand-built quizzes.

Use cases

Where drafting first changes what gets quizzed

Auto-generation matters most where the volume of video outruns the time available to write for it.

Large lecture courses

Turn a lecture-capture library into active material

Years of recorded lectures rarely get quizzed by hand. Start with one high-enrolment video: generate, review the draft against the checklist, publish a handful of questions, and look at the results after two weeks. Then expand video by video. Once written, questions survive across terms, so by the second run the quiz layer is mostly maintenance.

Flipped and weekly teaching

Record, draft, review, publish, every week

The weekly rhythm becomes: record the lecture, ask Lumo for a draft, spend minutes reviewing instead of an hour writing, and publish a low-stakes formative set before class. Item statistics after the week show which concept to reopen in the live session, and a question everyone missed usually points at the minutes just before it.

Instructional design teams

Consistent coverage across a whole programme

Designers supporting many instructors, in a university or a corporate learning team, use drafting to make question coverage consistent across a programme rather than dependent on each teacher's spare time. A shared review checklist and a periodic audit keep quality even, and reviewed activities are reused across courses and instructors.

Revision and practice

The same videos as a self-testing resource

Before exams, a generated set published as practice, with retries and feedback on, turns the course videos into a place to find weak spots while there is still time to fix them. Because Lumo drafts across Bloom's levels, practice reaches explanation and application, not only recall, and practice sets can stay out of the gradebook.

How it works

Draft, review, publish

Three steps, all in the player, with the instructor's approval as the gate between the draft and the learners.

1

Generate a draft

Open the video and ask Lumo for a draft. It proposes a set of questions built from what the video covers, each with a timestamp after the relevant segment, a question type, a Bloom's level and suggested feedback. Nothing is visible to learners at this stage.

2

Review and edit

Work through the list with a fixed checklist. Rewrite stems, swap distractors, move timestamps, set points, and write feedback in your own words. Choose the settings for each item: mandatory or not, retries, re-watch, time limit, shuffled answers, popup or side panel. Delete anything that misses the point.

3

Publish and track

Publish the approved items. Learners answer in the player, results feed Annoto's analytics, and scores sync to the LMS gradebook when the set is graded. Per-question statistics show which items work and which need revision, so the quiz improves with every cohort, and edits after publishing sync automatically.

A review checklist that takes minutes

Reviewing a draft is fastest with three fixed questions per item. Anything that fails the first is rewritten or deleted, because a question that needs unseen material teaches students to distrust the quiz.

Answerable from the video alone?

The question should be answerable by someone who watched carefully and read nothing else. If it depends on outside reading, it belongs in a different assessment.

Are the wrong options tempting?

A good distractor is what a learner with a common misconception would pick. Obviously wrong options make the item a giveaway; replace them with the mistakes you actually see.

Is it at the right second?

Place the question after the explanation ends: close enough that the learner can still reconstruct the reasoning, far enough that answering requires recall rather than echo.

Insights

What the results tell you about the video

Published questions produce the same data as any Annoto quiz: every answer feeds the analytics, with correct-answer rates per question, completion, and scores that sync to the gradebook. The productive stance is editorial. A question everyone gets right may be doing no work, or confirming a concept is secure. A question half the cohort misses points at the minutes just before it: was the explanation rushed, was a term used before it was defined?

Because each item carries a Bloom's level, the data also shows where understanding thins out. If recall items score well and application items do not, the video explained the idea but never showed it in use. Instructors who review item statistics at the end of a term, revise the weakest segment or the weakest question, and regenerate where the video changed, end up improving the teaching asset itself, not only the quiz around it.

Correct-answer rate
Sample
74%
across 5 questions

Average first-attempt correct rate for the published set on one video.

By question and level
Sample
02:14 · Remember
92%
05:40 · Understand
81%
08:02 · Apply
66%
11:30 · Evaluate
58%

A drop at the higher levels shows where the video explains but does not demonstrate.

Set at a glance
Sample
5
Questions published
4
Bloom's levels covered
90%
Video completion
1.3
Attempts per learner

Activity on one video's quiz set, as reported in Annoto's analytics.

LMS and AI

Standard quizzes once published, with Lumo behind the draft

Generated questions inherit everything the in-video quiz layer already does inside Canvas, Moodle, Blackboard, Brightspace and Open edX, and Lumo is built for education-grade privacy and compliance.

LTI 1.3

Grades reach the gradebook

Published sets behave like any graded Annoto activity. Scores sync to the LMS gradebook through LTI 1.3, with no export step, and practice sets can stay out of the gradebook entirely. For grading policy and sync details, see In-Video Quizzes.

Your video platform

On the player learners already use

Annoto runs as a layer over Kaltura, Panopto, Wistia, YouTube and Vimeo. Questions appear as a popup or in the side panel, pause the video if you choose, and can be edited after publishing with changes syncing automatically.

Lumo Copilot

Built to empower educators, not replace them

Lumo streamlines content creation, grading and personalised insights while keeping educators in the driver's seat, and is built with strict adherence to privacy and compliance standards. Quiz drafting is one of the things it does. Learn about Lumo AI

In their words

“The Annoto Quizzes were easy to set up and it provided students with immediate feedback.”

Dr. Iliana Portaro, Southern Utah University
Dr. Iliana Portaro
Spanish Faculty, Languages & Philosophy · Southern Utah University
Read the case study →
FAQ

Auto-generated quizzes, answered

Does Lumo replace the instructor?
No. Lumo produces a draft. The instructor reviews every item, edits or deletes what does not fit, and approves what will be published. A question is not visible to learners until it is published, so nothing reaches students without a person deciding it should.
What question types can it generate?
The same types Annoto's in-video quizzes support: True/False, multiple choice with one correct answer, multiple answer with several correct answers, and fill-in-the-blank style items built from those types. For higher levels of Bloom's taxonomy it can also draft open reflection prompts that ask for reasoning or a judgment rather than a fixed answer.
Can I edit generated questions?
Yes, everything. Rewrite the question, change the answers and which are correct, move the timestamp, set the points, and write the feedback learners see after answering. You also choose the settings for each item: mandatory or optional, retries, re-watch, time limit, shuffled answers, and popup or side-panel display. Edits made after publishing sync automatically.
What content does Lumo use to write the questions?
The video itself. Lumo works from what the video actually covers and ties each question to the segment it tests, which is why drafts arrive with timestamps. Lumo is built with strict adherence to privacy and compliance standards for institutions and learners.
Do generated quizzes sync grades to the LMS?
Yes. Once published, a generated question is a standard Annoto interaction. Answers feed the analytics and scores sync to the gradebook in Canvas, Moodle, Blackboard, Brightspace or Open edX through LTI 1.3, exactly as for hand-written quizzes. Sets you mark as practice stay out of the gradebook.
How does Bloom's taxonomy come into it?
Each draft is labelled with the cognitive level it targets. Remembering items ask for facts named in the video; understanding items ask for an explanation in plain language; applying items pose a scenario; analysing items compare or map cause and effect; evaluating items ask for a justified judgment; creating items ask for a design or plan. You choose the mix that fits the video.
How many questions should a video carry?
Treat the draft as a proposal, not a quota. A useful default is one question per major concept, placed shortly after the explanation ends. A short video may need only one well-aimed question; a dense forty-minute lecture might carry five or six. Density that feels like interruption gets skipped, so delete freely.
Explore more

Related to auto-generated quizzes

See it on your own course video

Watch Lumo draft a quiz from one of your lectures

Book a 20-minute demo. Bring a video, see the draft, review it live, and watch the published questions land in your LMS with grades syncing. One course, one reviewer, the checklist shared up front.