AI Governance & Transparency Policy

Effective Date: 30 June 2026

1. PURPOSE

This AI Governance & Transparency Policy ("AI Policy") establishes the governance framework, operational controls, transparency commitments, accountability requirements, risk management processes, compliance standards, and ethical principles governing the design, deployment, operation, monitoring, maintenance, and retirement of Artificial Intelligence ("AI") systems used by Jobultimator (www.jobultimator.com).

This Policy forms part of the Jobultimator legal framework and should be read alongside:

• Terms of Service

• Privacy Policy

• Employer Agreement

• Recruiter Agreement

• Candidate Agreement

• Data Processing Addendum

• Acceptable Use Policy

2. POLICY OBJECTIVES

Jobultimator seeks to ensure that AI systems:

• Operate lawfully

• Operate fairly

• Remain transparent

• Respect fundamental rights

• Support human decision-making

• Reduce discrimination risks

• Improve recruitment efficiency

• Protect privacy

• Maintain security

• Support accountability

Jobultimator recognizes that AI systems can create risks and therefore adopts a risk-based governance approach.

3. SCOPE

This Policy applies to:

• Employees

• Contractors

• Consultants

• Recruiters

• Employers

• Platform users

• Technology vendors• AI suppliers

• Data processors

• Third-party service providers

This Policy covers all AI systems operated by or on behalf of Jobultimator.

4. DEFINITIONS

Artificial Intelligence System

Any software, machine learning model, statistical model, neural network, generative AI model, recommendation engine, ranking algorithm, natural language processing system, predictive analytics system, automation technology, or decision-support technology.

High-Risk AI

Any AI system that may significantly impact:

• Employment opportunities

• Recruitment decisions

• Candidate evaluation

• User rights

• Access to services

Human Oversight

Review, intervention, supervision, validation, or correction by authorized human personnel.

5. AI SYSTEMS USED BY JOBULTIMATOR

Jobultimator may use AI for:

Candidate Matching

Matching candidate profiles to vacancies.

Job Recommendations

Recommending opportunities to candidates.

Candidate Ranking

Ranking potential applicants.

Resume Analysis

Analyzing CVs and resumes.

Skills Identification

Extracting and identifying skills.

Interview Assistance

Generating interview questions.

Job Description Assistance

Generating job advertisements and descriptions.

Fraud Detection

Identifying suspicious behavior.

Security Monitoring

Detecting platform abuse.

Customer Support

Supporting automated assistance systems.

Analytics

Providing recruitment insights.

6. AI GOVERNANCE STRUCTURE

Jobultimator shall maintain governance structures that include:

Executive Oversight

Senior management responsibility for AI governance.

Compliance Oversight

Monitoring legal compliance.

Privacy Oversight

Monitoring privacy obligations.

Security Oversight

Monitoring cybersecurity risks.

Technical Oversight

Monitoring model quality and performance.

Risk Oversight

Monitoring operational and legal risks.

7. CORE AI PRINCIPLES

All AI systems shall be designed and operated according to the following principles.

Lawfulness

AI systems must comply with applicable laws.

FairnessAI systems should reduce unjustified bias.

Transparency

Users should understand when AI is being used.

Accountability

Responsible individuals must oversee AI systems.

Privacy

AI systems must respect privacy rights.

Security

AI systems must be protected from misuse.

Human Oversight

Humans must remain capable of intervention.

8. AI TRANSPARENCY DISCLOSURES

Jobultimator shall disclose when AI is used to:

• Rank candidates

• Recommend jobs

• Generate content

• Analyze applications

• Provide recruitment insights

• Detect fraud

Users may be informed through:

• Platform notices

• Privacy disclosures

• Recruitment workflows

• AI-specific notices

9. HUMAN DECISION-MAKING

Jobultimator's AI systems are intended to assist decision-making.

Unless otherwise disclosed:

AI systems do not independently make final employment decisions.

Employers remain responsible for:

• Candidate selection

• Hiring decisions

• Employment offers

• Rejections

• Promotions10. HUMAN REVIEW RIGHTS

Where legally required, users may request:

• Human review

• Additional explanations

• Reconsideration

• Manual assessment

Jobultimator may require identity verification before processing requests.

11. FAIRNESS AND BIAS MANAGEMENT

Jobultimator recognizes that AI systems may produce biased outcomes.

To mitigate risk, Jobultimator may:

• Conduct testing

• Conduct audits

• Review datasets

• Monitor outcomes

• Update models

• Restrict functionality

• Implement safeguards

No AI system can guarantee complete elimination of bias.

12. PROTECTED CHARACTERISTICS

Jobultimator seeks to reduce unlawful discrimination based upon characteristics protected by applicable law,

including:

• Age

• Sex

• Race

• Ethnicity

• Nationality

• Disability

• Religion

• Sexual orientation

• Gender identity

• Marital status

• Pregnancy

• Veteran status

Employers remain responsible for lawful hiring decisions.

13. AI TRAINING DATA

AI systems may be trained using:• Public information

• Licensed datasets

• Synthetic datasets

• Internal operational data

• Anonymized data

• Aggregated data

Jobultimator shall seek to avoid unlawful use of personal data in AI training.

14. PERSONAL DATA AND AI

Where AI systems process personal information:

• Privacy laws apply

• Security controls apply

• Retention requirements apply

• Access controls apply

Personal information shall be processed only as permitted by applicable law.

15. DATA MINIMIZATION

Jobultimator shall seek to limit data collection to information reasonably necessary for legitimate purposes.

16. MODEL TESTING

AI systems may undergo:

• Functional testing

• Accuracy testing

• Security testing

• Fairness testing

• Reliability testing

• Stress testing

Testing may occur before and after deployment.

17. MODEL MONITORING

Jobultimator may continuously monitor AI systems for:

• Performance degradation

• Bias indicators

• Security threats

• Abuse attempts

• Hallucinations

• Inaccurate outputs

18. INCIDENT MANAGEMENTAI incidents may include:

• Significant errors

• Security failures

• Data exposure

• Harmful recommendations

• Discriminatory outcomes

Jobultimator may:

• Suspend systems

• Restrict access

• Implement fixes

• Conduct investigations

19. GENERATIVE AI OUTPUTS

Generative AI may create:

• Job descriptions

• Candidate summaries

• Interview questions

• Recruitment content

• Communications

Generated content may contain inaccuracies.

Users must independently verify outputs.

20. AI CONTENT DISCLOSURES

Jobultimator may label AI-generated content where appropriate.

Labels may include:

• AI-generated

• AI-assisted

• Machine-generated

• Automated recommendation

21. SECURITY REQUIREMENTS

AI systems shall be protected through:

• Authentication controls

• Encryption

• Monitoring systems

• Access controls

• Logging mechanisms

• Security reviews22. THIRD-PARTY AI PROVIDERS

Jobultimator may use third-party AI vendors.

Such providers may be subject to:

• Security assessments

• Contractual obligations

• Privacy reviews

• Compliance reviews

Jobultimator does not guarantee third-party performance.

23. AI MISUSE

Users shall not:

• Manipulate AI outputs

• Circumvent safeguards

• Attempt model extraction

• Conduct prompt injection attacks

• Reverse engineer systems

• Use AI for unlawful discrimination

Violations may result in suspension or termination.

24. HIGH-RISK AI GOVERNANCE

Where AI systems are considered high-risk under applicable law, Jobultimator may implement:

• Additional assessments

• Human oversight measures

• Documentation controls

• Transparency measures

• Risk management procedures

25. EU AI ACT COMPLIANCE

Where applicable, Jobultimator seeks alignment with:

• Transparency obligations

• Human oversight obligations

• Documentation requirements

• Risk management obligations

• Post-market monitoring obligations

Jobultimator may modify systems to maintain compliance.

26. DIGITAL SERVICES ACT COMPLIANCE

Where required, Jobultimator may provide:• Algorithmic transparency

• Content moderation disclosures

• User reporting tools

• Appeal mechanisms

27. AUDIT RIGHTS

Jobultimator may conduct:

• Internal audits

• External audits

• Vendor assessments

• Compliance reviews

Audit findings may result in corrective actions.

28. RECORD KEEPING

Jobultimator may maintain records relating to:

• AI development

• Testing

• Deployments

• Incidents

• Reviews

• Compliance activities

Records may be retained as required by law.

29. USER FEEDBACK

Users may report:

• Inaccurate recommendations

• Suspected bias

• Technical issues

• Harmful outputs

• Privacy concerns

Reports may be reviewed by human personnel.

30. LIMITATION OF AI OUTPUTS

AI outputs:

• May be incomplete

• May be inaccurate

• May be outdated

• May require verification

Users should not rely exclusively on AI-generated outputs when making significant decisions.

31. FUTURE REGULATORY COMPLIANCE

Jobultimator reserves the right to:

• Modify AI systems

• Restrict AI features

• Add safeguards

• Remove functionality

• Introduce controls

to comply with future laws, regulations, regulatory guidance, court decisions, and industry standards.

32. POLICY ENFORCEMENT

Violations of this Policy may result in:

• Warnings

• Account restrictions

• Suspensions

• Terminations

• Legal action

33. POLICY REVIEW

This Policy may be reviewed periodically to reflect:

• Technological developments

• Legal developments

• Regulatory requirements

• Operational changes

34. CONTACT INFORMATION

Website: www.jobultimator.com

AI Governance Team: ai@jobultimator.com

Privacy Team: privacy@jobultimator.com

Legal Team: legal@jobultimator.com

Compliance Team: compliance@jobultimator.com

Effective Date: 30 June 2026