Practical, specialist guidance for employers shaping a vacancy, recruiters representing talent, and candidates preparing for genuine opportunities.
Good recruitment starts before a role goes live. These guides help employers define outcomes, distinguish adjacent skill sets and choose the right specialist route.
Start with the problem the role will solve, the systems it will influence and the stage of the AI lifecycle it will own. Then separate essential engineering capability from preferences that can remain flexible.
Read the employer guideUnderstand how product integration, model development, deployment and the ML lifecycle can shape two different briefs.
Read the comparisonDefine the product context, technical environment, ownership and collaboration expectations before treating a technology list as the vacancy.
Read the software hiring guidePractical guidance for employers and recruiters.
Define responsibilities, essential requirements and practical parameters before sharing the role.
Review the requirements, working arrangement and applicable instructions. Establish candidate relevance and agreement before submitting.
Connect the role to its responsibilities, technical context and evidence relevant to a hiring decision.
Consult the published answers about candidate fit, agreement and submission handling. Follow the instructions for the specific opportunity.
Understand where product integration, model development and deployment overlap, and what that means for your vacancy brief.
Read the guidance on network participation and vacancy access. The separate Recruiter Portal provides the current registration or sign-in route.
Clarify the product, technical environment, ownership and collaboration expectations before starting the search.
Placement rewards are paid in US dollars for successful hires, under the opportunity's terms. Review its reward and payment conditions and clarify unresolved questions with the team.
Define the eligible locations, shared working windows and handovers that make a remote specialist role clear.
Give every recruitment conversation a firm starting point: the result the hire must create, the context around the work and the boundaries that determine who may be relevant.
Read the vacancy brief guideExplain why the position exists and what the successful hire needs to achieve.
Set out the decisions, deliverables and relationships the person will own.
Separate genuine requirements from preferences that can remain flexible.
Describe the team, systems and professional context around the role.
Confirm location, working arrangement and approved employment boundaries.
A useful brief explains the work. Before putting someone forward, connect their experience to the requirements and check the instructions that apply to that vacancy.
Paid in US dollars.
Successful placements; role-specific terms.
Recruiters and agencies can earn rewards paid in US dollars for successful placements. Register to get started, then use these guides to prepare accurate submissions and understand each opportunity's terms.
Policy note: candidate ownership, duplicate-submission rules, fees, commissions and payment timing are governed by confirmed recruiter-network documentation.
No vacancies are currently published on our public Jobs page. Check availability there; when a role is published, use its details to prepare accurate evidence of your experience.
Read the role, location, working arrangement and application route before deciding whether the opportunity fits.
Jobs & GuidanceExplain your decisions, trade-offs, collaboration and measurable outcomes with clear, honest examples.
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