How we select AI jobs

Establish the work and the geography

AI or machine learning must be a meaningful part of the candidate’s own responsibilities. We look for concrete work on AI functionality, implementation, integration, product delivery, adoption or operation. Applied research can qualify when it materially connects to a product or real use. AI-specific training or inference infrastructure can also qualify where the role owns the technical capability and its sustained performance.

Our geographic scope is Denmark, Sweden, Norway, Finland and Iceland. Remote roles need explicit evidence that people residing in at least one of those countries are eligible. “Europe”, “EMEA” or “remote” alone does not establish that. Work setup, permitted work location and visa sponsorship are separate questions.

Scope is not the same as coverage. We do not comprehensively monitor employers in any of these countries. Discovery uses selected employer sources and public job leads to prepare drafts. Finding a role does not verify its availability or approve its publication.

Look for responsibility, not just proximity

We consider what the role builds, what it brings into use, how it connects to users or workflows, and what technical or delivery outcomes it owns. Not every role needs to do all of these things.

• Engineering: building an AI application and integrating it into an existing service can fit. Generic software work at an AI company does not qualify on the employer’s name alone.
• Product and implementation: owning the rollout of a specific AI capability can fit without personal coding responsibility. An AI strategy presentation without responsibility for delivery normally does not.
• Enablement and customer work: leading shipped AI initiatives and their adoption can fit. Demos, workshops, advocacy or commercial pre-sales alone normally do not. Pre-sales involvement does not disqualify substantive implementation work.
• Infrastructure: responsibility for model serving, evaluation or the reliability of AI-specific workloads can fit. A generic cloud platform with AI teams among its users is not enough by itself.

These are examples, not a title whitelist. There is no minimum seniority: a graduate role can meet the same content test as a senior role.

Resolve unclear cases before publication

When the description leaves implementation depth, geography or ownership unclear, we hold the role for review. We do not fill gaps with assumptions. Product, leadership and bridge roles are assessed on documented delivery responsibilities, not on whether they resemble an engineering role.

Every job needs human approval before it appears. Relevance is only one part of that decision: we also check the source, vacancy identity, application route and evidence that the role appears open, and resolve duplicates. A relevant role can still be unsuitable to publish.

Show the useful facts and the official route

We use official employer postings and their recruitment platforms as the source for candidate information. Each job page provides a short overview and an explanation of why the work fits. We keep unknown information unknown and do not invent salaries, posting dates, work arrangements or sponsorship policies.

Apply takes you to the official application destination for that role. Applications are handled there, not by NAJ. The employer’s current posting is the place to confirm complete requirements and availability.

Pause jobs when current evidence is insufficient

Scheduled freshness checks are active for supported official sources, approximately every 48 hours. Other roles use an exception path. Automatic coverage is partial, not a promise to monitor every employer. A positive check identifies the specific official role and a role-specific application start. An active official recruitment listing with a valid Apply URL normally suffices. These availability checks are separate from discovery and human approval of new publications.

A check becomes overdue after seven days. The job remains visible and Apply stays available at exactly fourteen days after its last valid verification. Strictly after fourteen days, we remove it from active lists and pause Apply until a valid check is recorded. Jobs without a valid check do not appear as active. A pause means we cannot currently confirm availability, not that the employer has confirmed closure.

A confirmed closure or a passed documented application deadline stops active display and Apply sooner. Timeouts, 403 responses and parser failures remain unresolved. They neither renew the last valid verification nor prove that a role has closed.

For a date-only deadline with no stated timezone, our operating rule pauses the role on the following calendar day in Copenhagen time. That is our safeguard, not an employer-supplied time. Unknown deadlines remain unknown. Rechecking a job does not turn it into a newly posted vacancy.

Confirmed closed roles are removed from the public listings. Fetch failures or ambiguous redirects do not prove closure. If something looks wrong, use the report link on the job page.

What this method cannot establish

The board is a selected catalog, not a census of the Nordic job market. We cannot guarantee that a source stays current between checks or validate every employer claim. Selection is not an endorsement of the employer or a promise of an interview or hire. One posting may also represent more than one hire.

Read why NAJ exists, use the candidate guide to compare responsibilities, or browse current jobs.