New from the Lab·The Compass — an open moral reasoning standard for AI, tested across frontier modelsExplore →
Production AI Institute · PSF v1.1 open standard
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Credential pathways · PSF-mapped

Credentials for the moment
your AI work has to be trusted

The PSF, PAI-8, research library, Lab, and Studio stay public. Credentials add role-based proof when employers, clients, auditors, or procurement teams need evidence against the same published standard.

View credential pathwaysTrain with AI CoachVerify credentialsRead the PSF
Published base
PSF and PAI-8
Registry
Instant verification
Evidence
Exam and portfolio review
Registered charities & NGOs: eligibility-based support for cohorts pursuing specialist credentials or assessments. PAI Impact Access →
Foundation access: AIDA, AIMA, and AIFA are available at no fee to signed-in learners establishing a shared PSF baseline.
Open foundation pathways
If you are unsure

Start from the proof someone will ask for.

Credentials are useful only when they answer a real procurement, hiring, audit, or delivery question. Pick the pressure first.

Search by responsibility

If you searched for a generic AI certification, start with the role.

The public pages below answer the common search terms, then route visitors into the actual PAI credential path that fits the work.

AI-guided preparation

Coach mode trains candidates before they sit.

PAI Coach teaches adjacent scenarios, wrong-answer traps, and domain reasoning across the foundation and specialist MCQ pathways. The live credential attempt stays timed, randomized, and separate from the AI tutor.

Open PAI Exam Coach →

Mastery preparation first. Credential attempt second.

Portfolio and partner proof

Evidence Coach turns real work into a submission plan.

For CPAP, CPAA, Certified AI Integrator, and Production Safe assessment, the problem is not another lesson. The problem is knowing what proof to gather, how to frame it, and what to show first.

Open Evidence Coach →

Build proof first. Submit with confidence.

How exams are developed and refreshed. Design process, item review, and pass standards are documented in Exam development. The public PSF text, incidents, Lab output, free foundation credentials, and Studio access remain open. Advanced credentials, portfolio assessments, and organisational programmes support the review work that keeps exams current. Governance and independence: Governance · Independence.

Foundation credentials

Start here when you need a shared PSF vocabulary. Foundation credentials are free, immediately issued, and verifiable on the public registry.

AIDA
Free
AI Deployment Associate
For engineers, ML practitioners & AI builders

20-question examination covering all 8 PSF domains: Input Governance, Output Validation, Data Protection, Observability, Deployment Safety, Human Oversight, Security, and Vendor Resilience. Tests applied production knowledge: scenario-based questions, not memorisation.

20 questions · 45 minutes · Immediate resultExplore →
AIMA
Free
AI Management Associate
For managers, product owners & governance leads

The management equivalent of AIDA. Covers AI governance, risk management, vendor assessment, regulatory landscape, and responsible deployment without requiring technical depth.

15 questions · 45 minutes · Immediate resultExplore →
AIFA
Free
AI Foundations Associate
For non-technical professionals new to AI

Scenario-based examination covering AI foundations, data protection, ethics, human oversight, security, reliability, and responsible deployment. No technical background required. The Foundations track at /foundations is the recommended study path.

20 questions · 45 minutes · Immediate resultExplore →
New · Agent Operations Track
30 questions · 75% pass mark · Registry-verifiable

CAOP: Certified Agent Operator

The practitioner credential for professionals who deploy, monitor, and operate AI agents in production. As organisations move from AI pilots to always-on agentic systems, agent operators are the practitioners keeping those systems safe, reliable, and aligned: the CAOP is their professional benchmark.

Agent lifecycle management
Observability & monitoring
Human-in-the-loop design
Failure modes & recovery
Tool & integration safety
Agent evaluation
Compliance & audit trail
Multi-agent coordination
View CAOP pathway →Study guideRecommended: AIDA first · then CAOP · then CPAP
PAI-8 Organisational Standard

Align your organisation to the PAI-8 standard

PAI-8 is the organisational companion to the PSF: an audit framework for governance, risk, data stewardship, oversight, incident response, audit trail, and vendor controls. Organisations can self-assess against PAI-8, then commission independent review when external proof is required.

Auditor credential

CAIA

Certified AI Audit & Documentation Specialist. Qualified to conduct formal PAI-8 assessments for organisations.

View CAIA →
Specialist proof pathways

Role-specific evidence for practitioners who need to show depth in a production AI discipline. Scenario-based, PSF-mapped, and registry-verifiable.

CAIS
$97
Certified AI Safety Specialist
For security engineers & red-team practitioners

Red-teaming, jailbreak taxonomy, prompt injection defence, adversarial robustness, safety monitoring, rollback criteria, and responsible disclosure. Build and operate safety-critical AI systems.

25 questions · 45 minutes · 72% pass markExplore →
CAIG
$97
Certified AI Governance Professional
For compliance, legal & governance professionals

EU AI Act, NIST AI RMF, ISO 42001, model documentation, algorithmic impact assessments, data governance, and board-level AI accountability.

25 questions · 45 minutes · 72% pass markExplore →
CLOE
$97
Certified LLM Operations Engineer
For ML engineers & platform teams

RAG architecture, vector databases, LLM observability, prompt injection defence, cost optimisation, model versioning, and self-hosted deployment. Production LLM infrastructure.

25 questions · 45 minutes · 72% pass markExplore →
CAAE
$97
Certified Applied AI Engineer
For AI engineers & application builders

Chain-of-thought, agent architectures, structured output, evaluation frameworks, context window management, and reasoning reliability. Master applied LLM engineering.

25 questions · 45 minutes · 72% pass markExplore →
CVAE
$97
Certified Voice AI Engineer
For voice AI builders & telephony engineers

ASR/TTS provider selection, Vapi/Bland/Retell architecture, latency budgeting, turn detection, barge-in, telephony integration (Twilio/SIP), call recording compliance, and production operations.

25 questions · 45 minutes · 72% pass markExplore →
Audit pathway

For professionals who assess organisations against PAI-8. Tests maturity determination, evidence sampling, and findings communication.

CAIA
$97
Certified AI Auditor
For governance, compliance & AI risk professionals

Assess organisations against PAI-8's 8 controls: AI Governance, Risk Assessment, Data Stewardship, Model Validation, Human Oversight, Incident Response, Audit Trail, and Vendor Management. Tests maturity determination, evidence sampling, and findings communication.

30 questions · 60 minutes · 73% pass markExplore →
Portfolio review

Evidence-based credentials for experienced practitioners. Submit real production AI work, assessed against PSF criteria by a PAI assessor.

CPAP
$297
Certified Production AI Practitioner
For senior engineers & AI leads

Submit a portfolio documenting a real production AI deployment: architecture decisions, safety controls, monitoring setup, incident response. Assessed against all 8 PSF domains. The practitioner-level PAI credential.

Portfolio submission · Reviewed within 5 business daysExplore →
CPAA
$997
Certified Production AI Architect
For principal engineers & practice directors

Extended portfolio covering system-level AI architecture at scale. Requires CPAP. The senior PAI credential: assessed by the PAI review panel.

Portfolio + review · Assessed within 10 business daysExplore →
For Organisations

Organisation-level proof that your team can deploy AI in accordance with the Production Safety Framework.

CAIApplication-based
Certified AI Integrator

Apply on behalf of your organisation. Includes team credential support, organisational review against published requirements, and programme documentation suitable for procurement conversations.

✓ Published requirements✓ Organisation-level review✓ Procurement-ready documentation
Integrator pathway →

Which proof pathway fits your role?

If you are...Start withThen advance to
An AI engineer or ML practitionerAIDACAOP, CAAE or CLOE → CPAP
An agent operator or AI workflow managerAIDACAOP → CPAP
A manager, PM or delivery leadAIMACAIG → CPAP
A security or safety engineerAIDACAIS → CPAP
A governance, legal or compliance professionalAIMACAIG → CAIA
An AI auditor or risk assessorAIMACAIA
A voice AI or telephony engineerAIDACVAE → CPAP
A principal engineer or architectCPAPCPAA
An organisation or AI consultancyCAI Integrator applicationN/A

All credentials map back to the public PSF and PAI-8 standards · Verifiable on the PAI public registry · Assessment fees are published on each pathway page

Verify a credential →Employer recognition →MSP & partner pathways →Production Safety Framework →