Describe the role. Get a rubric-backed assessment in minutes — with people in the loop.
Describe the role. Get a rubric-backed assessment in minutes, not a week of writing questions from scratch. Our compiler-grade engine transforms job competencies into AST-verified coding challenges, system design canvases, multiple-choice diagnostics, and behavioral role reflections.
Question builder · AI-assisted draft
Drafted from
Design a notification system that scales to 5M daily active users. Walk through your approach to fan-out and delivery guarantees.
maps to: Scalability
Your service's read latency degrades under peak load. What data-modeling changes would you consider, and what would you trade off?
maps to: Data modeling
Describe a time you chose a simpler design over a more scalable one. What drove the decision, and how did it hold up?
maps to: Trade-off reasoning
Question Studio drafting questions from a role and rubric. Sample content shown.
You give it a role. You confirm the result.
What you give it
A role and the criteria that matter — the skills you're hiring for. No question-writing required.
What it drafts
Rubric-aligned questions mapped to your criteria, each generated as a draft — never published on its own.
What you confirm
You review, edit, or discard every draft. A recruiter approves and publishes before anything reaches a candidate.
Anatomy of a synthesized question
A generated question is never just a prompt. It's a scoped brief, a formulation, a rubric, and any follow-ups — in the order Question Studio builds it.
Scope
The role and the criteria you gave it — what this question is meant to test.
Formulation
The question itself, drafted in your assessment's format — coding, system design, MCQ, or behavioral.
Rubric
The grading criteria attached to the question, so scoring stays tied to what you actually asked for.
Adaptive follow-ups
Optional follow-up prompts that probe deeper on a candidate's answer — still graded against the same rubric.
Question builder · editing draft
A first draft, not a black box
Question Studio gets you to a credible assessment fast, then hands it to you to shape. You can change every word — edit a question, swap a criterion, or discard a draft entirely before anything is published.
How it works
Describe the role
Enter the role and the criteria you're hiring for. Question Studio reads them as the brief for the draft.
Get rubric-backed drafts
It drafts questions mapped to your criteria, each with the grading rubric attached — clearly marked as an AI draft.
Review, then publish
You edit or discard any draft, then a recruiter approves and publishes. Nothing goes live until a person signs off.
Every question type, one draft-then-confirm flow
Question Studio drafts against the four formats Gradogram already grades, plus AI Debugging Challenge — it doesn't invent a new format you'd have to learn.
Knowledge (MCQ)
Test the fundamentals a role depends on — multiple-choice, auto-scored, AI-checked.
System Design
Candidates diagram the system and explain it — graded together against your rubric.
Behavioral
See how someone has actually operated — structured answers, graded on the signals you set.
Culture Fit
Check working-style alignment against real behaviors — not a vibe check.
AI Debugging Challenge
Watch how a candidate works with AI to fix real bugs — not whether they used it
Compliance & Fairness Architecture
Built for human oversight, not black-box grading
Like Hiring Policy, Question Studio keeps human agency at the center. The engine drafts — your team reviews and decides what ships.
Human-in-the-loop review queue
Every draft stays quarantined until a recruiter approves it. Edit the rubric, change a question, or discard it outright before anything ships.
Not googleable
Each set is generated fresh for the role you give it — not pulled from a public question bank, so it isn't sitting on a prep site a candidate can just search for.
A person signs off before it ships
A recruiter reviews every draft before it reaches a candidate. Nothing is published on the engine's judgment alone.
Stop writing questions from scratch. Start standardizing your bar.
Join hundreds of high-scale engineering organizations building fair, auditable, and cheat-resistant technical evaluations with Gradogram Question Studio.