Job titles
Give ProboTalent a short description of the role and it suggests clear, accurate job titles to choose from — so you start with language that candidates actually search for, not internal shorthand.
Platform / Job Creation
Create a job in minutes — with a human approving every word.
ProboTalent drafts the title, description, advertisement, skill mapping, compensation guidance, and screening questions for a new role. Every piece is presented to a recruiter for review and editing before it goes live. ProboTalent never publishes AI-generated content automatically.
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Writing a job from scratch is slow, repetitive work — and it is where bias, vague requirements, and compliance exposure quietly creep in. ProboTalent removes the blank page. From a short description of the role you need to fill, the platform generates a complete, structured starting point: a clear title, a full job description, a candidate-facing advertisement, a mapping of the role to relevant skills and competencies, market-rate compensation data, and a set of position-requirements questions.
What it never does is decide for you. Every draft is a draft. The recruiter reads it, edits it, and approves it before a candidate ever sees it. AI assists; the human decides. That is true at every step of the job creation flow, and it is the foundation of how ProboTalent works.
What ProboTalent drafts for you
Job descriptions
A complete, structured job description generated from your inputs — covering responsibilities, requirements, and context. You edit it to match the role exactly before it is published.
Candidate-facing advertisements
A separate, candidate-facing job advertisement written to attract the right applicants — distinct from the formal job description, and fully editable to fit your brand and voice.
Skill and competency mapping
The role is automatically mapped to the relevant skills and competencies using ProboTalent's validated IO taxonomy — a science-grounded framework from the field of Industrial-Organizational psychology, the study of human behavior at work. You confirm the recommended skill set matches the job.
Market-rate compensation data
Up-to-date market compensation guidance helps you post a competitive, realistic salary range — so candidates and regulators see the range up front — without leaving the platform to research it.
Position-requirements questions
A set of knock-out screening questions that confirm candidates meet the basic, non-negotiable qualifications for the role. You review and edit each question before it reaches candidates.
The human review and approval gate
Nothing ProboTalent generates in the job creation flow goes live on its own. Every title, description, advertisement, skill mapping, compensation range, and screening question is routed to the recruiter for review and editing first. You can accept a draft as-is, rewrite any part of it, or replace it entirely. Before any of it reaches a candidate, AI-generated content also passes through automated compliance checks — so what you review is already screened against fairness and regulatory expectations. The recruiter then makes the final call to publish. This is not an optional setting; it is how the platform is built, and it is the most defensible posture available under the EU AI Act, GDPR, NYC Local Law 144, Colorado SB 24-205, and California FEHA.
How human verification works
Job creation, the ProboTalent way
Human-approved
Every piece of content is reviewed and editable before it goes live
IO-grounded
Skills and competencies mapped from a validated IO taxonomy
Compliance-checked
Generated content screened before a recruiter ever sees it
Minutes, not days
A complete, structured job ready to refine and publish
Because the platform handles the drafting, recruiters spend their time on judgment rather than formatting. The manual work of writing a description, researching a salary band, and designing screening questions is replaced by a focused review: confirm the role is captured accurately, sharpen the language, and approve. The structured questions you set here become the gate that every applicant passes through first — and because every candidate for the same job answers the same questions, your hiring process stays consistent, comparable, and defensible from the very first step.
See how fast a defensible job posting comes together.
Request a demo and we'll walk you through creating a complete, compliance-checked, human-approved job in minutes.