Similar question drafts
Suggest new questions based on authorized examples, topic and intended difficulty.
Generate Questions and Classify Untagged Items with AI
Organize existing question pools, draft new items from authorized sources and map them to outcomes, skills and Bloom levels.
As corporate assessment libraries grow, tagging, duplicate review and alignment with learning outcomes become more difficult. Qulak AI supports drafting and classification; experts still review correctness, assessment quality and source rights before publication.
QULAK AIAn organized, reviewable question bank
From a source item to a new draft, or from an untagged question to a learning label: every step remains open to human review.
01Authorized source
02Question draft
03Outcome mapping
04Bloom and skill
05Expert review
AUTHORING AND ORGANIZATION
Reduce repetitive work in the question pool
AI can support expert authoring and content organization; question quality and alignment with the assessment purpose still require human review.
Classify untagged items
Suggest possible learning outcome, skill and Bloom-level labels for existing questions.
Review item quality
Keep expert checks for answer keys, distractors, language and assessment purpose.
RIGHTS AND QUALITY
Review similarity, source rights and question quality
Question drafts require review of source licenses, originality and assessment validity.
Use authorized banks
Select only questions owned by the organization or licensed for the intended processing.
Verify the new wording
Check that a draft does not reproduce its source verbatim and that its answer is consistent.
Approve labels with experts
Subject-matter and assessment experts review outcome and Bloom classifications.
END-TO-END WORKFLOW
Question generation and tagging workflow
A structured process from authorized sources and objectives to expert approval:
Source and outcome
Choose authorized question sources and the learning objective to assess.
Drafts and label suggestions
Create similar question drafts and possible outcome, skill and Bloom labels.
Expert review
Evaluate correctness, originality, difficulty and assessment behavior.
Approved pool
Use only approved items in the organization’s exam and assessment workflow.
HUMAN REVIEW AND ORGANIZATIONAL CONTROL
Manage content rights and question quality together
AI suggestions are not automatically exam items. Source rights, originality, answer accuracy and alignment with assessment goals require expert approval.
• Verify copyright and usage rights for the question bank.
• Ask subject-matter experts to review answer keys and distractors.
• Use only approved questions in active assessments.
Qulak AI Solutions
Explore AI capabilities that connect competency models, content creation, assessment and personalized development.
Explore solutionCurriculum and Content from Sources
Turn PDFs, presentations and digital books the organization may use into learning drafts.
Explore solutionAdaptive Assessment and Development
Relate assessment findings to target competencies and individual development steps.
Explore solutionFAQ
About AI question generation and tagging
Can AI create new questions similar to existing items?
New drafts can be prepared within authorized sources and topic boundaries. Expert review is needed to avoid copying, verify accuracy and confirm assessment quality.
What can be used to tag unlabelled questions?
The organization’s learning objectives and skill model can inform suggested outcome, skill and Bloom-level labels. Experts should verify each label.
Can AI-generated questions be used in an exam immediately?
No. Correctness, language, rights, originality, coverage and difficulty should be reviewed through the organization’s approval process.
See how AI can help organize your question bank
Let’s review a sample workflow for your question sources, tagging structure and expert approval steps.
Request a Question Solutions Demo