Question 1

What is XP Lab’s candidate screening service?

Accepted Answer

XP Lab evaluates candidates through realistic work samples. Employers receive the submission and structured evidence of strengths, gaps, assumptions, limitations, and useful interview topics.

Question 2

How is XP Lab different from a standard SQL or Python test?

Accepted Answer

A standard test checks whether a candidate can produce an expected query, program or a specific result. XP Lab also evaluates how they frame problems, validate data, handle ambiguity, support conclusions, communicate recommendations, and recognize tradeoffs.

Question 3

When should candidates receive an XP Lab assessment?

Accepted Answer

XP Lab is usually most useful before interviews, once candidates meet the role’s basic requirements. The right stage depends on the role, application volume, assignment length, and what you need to learn.

Question 4

Can we use our existing take-home assignment?

Accepted Answer

Yes. We can adapt an existing take-home assignment or create a new one based on the role, while improving its scope, instructions, data, and evaluation criteria.

Question 5

How does XP Lab evaluate candidates in the AI era?

Accepted Answer

Using AI is not cheating. XP Lab evaluates whether candidates check their output, explain assumptions, support conclusions with data, and can defend their approach.

Question 6

How does XP Lab keep evaluations consistent?

Accepted Answer

Candidates completing the same assignment are evaluated against the same criteria and evidence from their submissions. Employers can still interpret that evidence in the context of the role.

Question 7

Does XP Lab replace hiring decisions or interviews?

Accepted Answer

No. XP Lab provides structured evidence; it does not make hiring decisions or replace interviews. Employers still assess motivation, collaboration, fit, and other role-specific factors.

Question 8

How much work is required from our team?

Accepted Answer

Your team defines the role and success criteria. We can support the assignment, evaluation, candidate flow, review, and reporting; hiring managers still review shortlisted candidates.

Question 9

Can XP Lab work with our ATS?

Accepted Answer

We support Comeet workflows, direct invitations, assessment links, and structured reports; other integrations can be discussed.

Question 10

How should we evaluate XP Lab screening?

Accepted Answer

Evaluate XP Lab against the process it replaces. A pilot can compare review time, time to decision, evaluation consistency, interview quality, and how early relevant strengths or gaps are found.

Question 11

How much does candidate screening cost?

Accepted Answer

Candidate screening is priced per submitted task, not per invitation or registration. Pricing depends on the assignment, criteria, volume, and customization.

Question 12

What are XP Lab talent introductions?

Accepted Answer

XP Lab introduces employers to relevant users who have demonstrated their abilities through completed work on the platform.

Question 13

How are candidates selected for an introduction?

Accepted Answer

Candidates are selected by the role’s requirements, demonstrated work, and consent to an anonymous introduction. Not all users are seeking opportunities, and identity or submissions are shared only with the user’s agreement.

Question 14

What does “demonstrated ability” mean?

Accepted Answer

It means we can evaluate the candidate’s completed analytical work directly, rather than relying only on claims about their skills.

Question 15

What information will we receive about an introduced candidate?

Accepted Answer

An introduction may include professional background, preferences, demonstrated strengths, relevant gaps, assignment evidence, and reasons for the potential fit. We do not collect or use demographic information such as gender, age or race, and we do not infer it from a candidate’s work.

Question 16

Can XP Lab find candidates for a specific position?

Accepted Answer

Yes. We match users to the position’s actual requirements. Clear problems and essential skills produce better matches than a list of every technology the company uses.

Question 17

Does XP Lab guarantee that an introduced candidate will be hired?

Accepted Answer

No. An introduction starts a mutual conversation, not a commitment. The employer and candidate can each decide whether to continue after learning more about the role, expectations, and fit.

Question 18

Does XP Lab guarantee that an introduced candidate will succeed?

Accepted Answer

No. Past work is useful evidence, but future performance also depends on the team, company, onboarding, and working environment.

Question 19

Is this a replacement for our recruitment process?

Accepted Answer

No. XP Lab provides a stronger starting signal, but employers still interview candidates and complete their usual checks.

Question 20

How much does a talent introduction cost?

Accepted Answer

Terms are agreed before introductions. The fee is generally around one month of the hired candidate’s salary, depending on the role and agreed conditions.

Question 21

What is an XP Lab public assignment?

Accepted Answer

A public assignment is a realistic analytical task available to our users. We turn the employer’s scenario or requirements into an assignment, evaluate submissions, give feedback, and identify relevant performers.

Question 22

Why and when should an employer publish a public assignment, and can it support employer branding?

Accepted Answer

A public assignment helps employers discover talent before or during recruitment, build awareness, and identify strong performers over time. It can also support employer branding by showing candidates the problems and abilities the company values.

Question 23

What does the employer provide, and what data can be used?

Accepted Answer

The employer provides the business scenario, problems, abilities, and talent profile. We create a self-contained assignment with synthetic data, avoiding unnecessary privacy and intellectual-property risks.

Question 24

What do participants receive?

Accepted Answer

Participants receive a realistic assignment, an opportunity to demonstrate their abilities, and—depending on the conditions—structured feedback on strengths and areas to improve.

Question 25

How are strong performers identified, and what does the employer receive?

Accepted Answer

Submissions are evaluated against role-relevant criteria. Depending on the agreed process, employers may receive performance patterns, relevant submissions, structured evidence, a shortlist, and consent-based introductions.

Question 26

How are participant identities and introductions handled?

Accepted Answer

Relevant performance may lead us to flag an anonymous potential match to an employer. If the employer expresses interest, we contact the participant to ask whether they would like an introduction. We share identifying details or make the connection only with the participant’s consent.

Question 27

Are public assignments unpaid work, and who owns the submissions?

Accepted Answer

Public assignments are for practice, evaluation, and talent discovery—not unpaid production work. Commercial use of a submission requires separate, explicit terms with the participant.

Question 28

How is this different from a hackathon?

Accepted Answer

Hackathons are usually single events focused on speed or presentation. Our public assignments can remain available over time and provide structured feedback.

Question 29

How much does it cost to publish a public assignment, and are there additional hiring fees?

Accepted Answer

Public assignments are offered through a monthly subscription covering agreed services such as evaluation, reporting, and consent-based introductions. Pricing depends on the assignment, volume, and customization.

Question 30

Which XP Lab service should we use?

Accepted Answer

Use Candidate Screening for applicants, Talent Introductions for relevant available professionals, and Public Assignments to build an ongoing talent pool. The services can be combined.

Question 31

How do we start?

Accepted Answer

Email us with the role, important skills, current hiring process, existing assignment details, and expected candidate or submission volume.

Build better ways to find and grow analytical talent.

Candidate Screening

Talent Introductions

Public Assignments

Getting Started