AI Assessment Builder
From job description to validated skills assessment in seconds.
Paste your JD or upload the file. Vervoe’s AI extracts the competencies the role demands, maps them to a dynamic skills taxonomy grounded in I/O psychology principles and real-world hiring data, and generates a predictive, fully autogradable assessment - ready to preview, edit, and send.
No question banks to scroll. No templates to repurpose. Every assessment created fresh from your JD - because your role isn’t generic.

Why It Works
Science-backed speed. Evidence-based decisions. Real predictive power.
Reduce time to hire
Science-backed assessments. Self-service speed.
Traditional assessment creation means engaging I/O psychologists, reviewing question banks, and weeks of configuration. Vervoe's AI embeds that expertise directly into the platform. Paste your JD. The AI does the rest - extracting competencies, selecting question formats based on predictive validity, and generating a validated assessment in seconds.
Remove bias
Evidence-based hiring. Not gut instinct.
When an assessment is generated from a job description and a skills taxonomy - not from historical precedent or hiring manager preference - it reflects what the role actually demands. Every candidate sees the same assessment. Grading is automatic and objective. Bias-audited by Holistic AI, our scoring methodology is designed to reward capability, not familiarity.
Predict performance
Demonstrate ability. Before day one.
Validated assessments measure what actually predicts on-the-job performance - not what looks good on a resume. Candidates show their work in the actual formats the role demands: writing, coding, analysis, presentation, or video. The AI grades every response against the same evidence-based standard, producing a ranked shortlist you can trust.
How It Works
Four steps. Two minutes. One validated assessment.
Upload or paste your job description
Add a few bullet points or the full JD - PDF or plain text. The AI reads it and identifies the competencies the role requires.
AI maps skills and builds the assessment
Key skills are extracted and matched to our dynamic skills taxonomy. The AI assembles up to four skill groups with up to three validated questions each (9-12 questions total) - tailored to your role.
Review the skills rationale
An overview screen shows you which skills were chosen and why, the number of questions, estimated completion time, and the question types included.
Preview as a candidate, then invite
Walk through up to four questions exactly as a candidate would see them. Edit anything you want to change, then send directly to candidates.
The Vervoe Difference
Other tools let you pick questions. Vervoe creates them.
Most assessment platforms are sophisticated question browsers. You browse a library, filter by role or skill, and pick the questions that seem most relevant. The result is a generic assessment assembled from content built for no role in particular.
Vervoe’s AI doesn’t browse a bank. It reads your job description, extracts the specific competencies your role requires, maps them to a dynamic skills taxonomy grounded in real-world hiring data and I/O psychology principles, and creates up to 12 validated questions built exclusively for your role - in the formats that skill actually demands.
There is no library. No recycled content. Every assessment is unique to the JD that generated it.
Dynamic Skills Taxonomy
A living framework built from real-world hiring data
Most assessment tools map questions to a static competency framework assembled years ago. Vervoe’s AI maps every job description to a dynamic skills taxonomy - a living framework that evolves continuously as hiring data changes across roles, industries, and markets.
The competencies identified for your role reflect what the market actually demands today. The scoring models that evaluate candidate responses are trained on millions of human-graded assessments and calibrated against real hire outcomes - not theoretical constructs.
The result is an assessment with genuine predictive validity: the scores it produces correlate with on-the-job performance, not just test-taking ability.

What You Get
A structured, validated, fully autogradable assessment. In seconds.
Up to 4
skill groups
The AI identifies up to four of the most predictive skill clusters for your role and builds a structured group of questions around each - based on what the role actually demands.
9-12
validated questions
Up to three questions per skill group - across a range of formats chosen for their predictive validity for that specific skill, not picked at random from a bank.
100%
autogradable from day one
Every question the builder generates - text, video, audio, code, spreadsheet, and more - is automatically graded by Vervoe's AI the moment a candidate submits.

Preview & Edit
You’re always in control
Before a single candidate sees it, you walk through the assessment exactly as they will - clicking through up to four questions in the candidate view. If anything needs changing, one click takes you into the edit view where you can swap questions, adjust skills, or add your own.
The overview screen also shows you the skills the AI chose and the reasoning behind each selection, the question types included, and the estimated time to complete - so you go into every invite with full confidence in what you’re sending.
Question Types
Every format the role demands
The AI creates questions in a wide range of formats based on what each skill actually requires, in the context of the role - so candidates demonstrate capability the way the job demands it, not just using rudimentary multiple choice questions.
Text
Written responses for roles where reasoning, communication, and articulation are the measure.
Video
Candidates record answers on camera - ideal for assessing how they present, communicate, and think on their feet.
Audio
Voice responses that capture clarity and confidence without the pressure of being on camera.
Spreadsheets
Real data problems in a live spreadsheet environment - for finance, ops, analytics, and any role that lives in Excel.
Code Challenges
In-browser coding tasks across Python, JavaScript, SQL, and more - graded on actual output, not self-reported experience.
Multiple Choice
Fast, scoreable questions with randomized answer ordering to surface knowledge quickly and reduce pattern sharing.
File Upload
Ask candidates to submit a completed deliverable - a deck, a brief, a design, or any real work product.
Simulations
Immersive, scenario-based tasks that recreate actual day-in-the-life situations for the role.
Presentations
Candidates build and walk through a slide deck - perfect for sales, consulting, and leadership roles.
Transparent Autograding
Every response graded. Every score explained. Every decision defensible.
Every assessment generated by the builder is fully autogradable the moment it’s created - across all nine question types. Text answers, video responses, code submissions, live spreadsheet work, audio - the AI grades everything, and a ranked shortlist lands in your dashboard automatically.
Unlike black-box scoring models, Vervoe’s grading is fully transparent. Every score is traceable to the specific response evidence that produced it. Recruiters can see the question, the candidate’s answer, and the evaluation criteria for every result - making every hire defensible and every rejection explainable.
Fully autogradable
Text, video, audio, code, spreadsheets - every question type the builder can include is graded automatically by Vervoe's AI.
Traceable scores
Every score links back to the specific response that earned it. No opaque model outputs. No unexplained rankings.
Auditable for compliance
Because grading is consistent, documented, and evidence-based, your process is defensible at every stage - including to candidates who ask.
Improves over time
The grading models learn from your actual hire outcomes - so the assessments you run today make the ones you run tomorrow sharper.
Built on Rigorous Science
The science behind every confident hiring decision
Confidence in a hiring decision doesn’t come from speed alone. It comes from knowing the assessment was designed to measure what matters, scored fairly, and audited independently. Vervoe’s assessment methodology is built on that foundation.
I/O Psychology Foundations
Vervoe's assessment design is grounded in Industrial-Organisational psychology principles. Competency identification, question design, and scoring methodology follow the scientific framework used by the world's leading talent measurement researchers.
Third-Party Bias Audit
Vervoe's AI scoring is evaluated and audited for bias on an ongoing basis by Holistic AI, an independent third-party AI auditing firm. Scoring is based on demonstrated performance on job-relevant tasks - not on demographic information, educational background, or credential proxies.
Predictive Validity
Scoring models are trained on millions of human-graded assessment responses and calibrated against real hire outcomes. The scores produced by the platform correlate with on-the-job performance - which is what a pre-employment assessment is supposed to do.
Transparent, Explainable AI
Every score is traceable to the specific response evidence that produced it. No black-box outputs. No unexplained rankings. Recruiters can see the question, the candidate response, and the criteria used for every single score on the platform.
Regulatory Compliance
Vervoe's platform is designed with New York City Local Law 144 and EU AI Act requirements in mind - the two most demanding AI hiring regulations globally. Your assessment process is defensible to regulators, not just candidates.
Enterprise-Grade Security
ISO/IEC 27001 certified and GDPR compliant. Candidate data is processed under strict data processing agreements. Vervoe does not sell candidate data. Assessment responses are used solely to produce skills evaluations for the employer who administered the assessment.
Common questions
- How does Vervoe's AI Assessment Builder work?
- You upload a job description (PDF or pasted text) and Vervoe's AI extracts the key skills and competencies, maps them to a dynamic skills taxonomy built from real-world hiring data, and generates a tailored assessment in seconds - featuring up to four skill groups with up to three questions each, for a total of 9-12 validated questions.
- How long does it take to create an assessment?
- The AI generates a complete assessment in seconds from your job description. Including the time to upload your JD, review the skills rationale, and preview the candidate experience, most users have a live assessment ready to send within two minutes.
- What question types can the AI generate?
- Vervoe's AI creates questions across nine formats: text, video, audio, spreadsheets, code challenges, multiple choice, file upload, simulations, and presentations. The format chosen for each question is based on what the skill actually requires in the context of the role.
- Is the assessment automatically graded?
- Yes. Every assessment created by the builder is fully autogradable from the moment it is generated. Vervoe's AI grades every response type - including text, video, audio, code, and spreadsheet answers - and produces a ranked shortlist with traceable, explainable scores.
- Can I edit the assessment after it is generated?
- Yes. After previewing the generated assessment you can click Preview and Edit to adjust questions, swap skills, change question types, or add your own custom questions - all before inviting a single candidate.
- How does Vervoe remove bias from the assessment creation process?
- The AI builds assessments from the skills required by the role - not from assumptions about candidate backgrounds. Every candidate for the same role receives the same assessment, and results are graded automatically against the same objective standard.
- Does Vervoe work for any role or industry?
- Yes. The dynamic skills taxonomy covers roles across all industries - from software engineering and data science to sales, customer service, marketing, finance, healthcare, and operations. The AI adapts the assessment to the specific competencies your JD describes.
- What makes Vervoe's assessment builder different from other tools?
- Most tools let you pick from a list of questions. Vervoe's builder starts from your job description and a dynamic skills taxonomy built from real-world hiring data - so the assessment reflects the actual competencies your role demands, not generic test content. Every question type is autogradable, and every score is explainable.
Explore more features
Anti-Cheating
Randomization, geolocation detection, and plagiarism flagging - built in to every assessment.
AI Grading
Every response is graded automatically against the same standard, so your shortlist is ranked by skill - not submission order.
Insights & Reporting
Completion rates, score distributions, and question-level analytics across every assessment you run.
Hire based on evidence. Not assumptions.
Upload a job description. Watch Vervoe generate a scientifically grounded, fully autogradable skills assessment in seconds. See exactly how candidates will perform before they start.
