Job boards, ATS fields, MSP partner agreements, and RFP scorecards — written to point at the same open PSFas our exams, so candidates and vendors know exactly what "good" means.
Use the full employer guide for depth on what each credential proves. Everything here is plain text: one click to copy.
Job description snippets
Calibrated by role. Pair with technical interviews — this is the production-safety dimension.
AI/ML Engineer
AIDAPreferred
Preferred: AI Deployment Associate (AIDA) certification from the Production AI Institute, or demonstrated equivalent knowledge of production AI safety principles including input governance, output validation, observability, and incident response.
Senior AI Engineer / Tech Lead
AIDA + CPAPRequired
Required: AI Deployment Associate (AIDA) certification. Preferred: Certified Production AI Practitioner (CPAP) or active application. Candidates should be able to demonstrate production AI deployments meeting PSF framework standards.
AI Programme Manager / Head of AI
AIMARequired
Required: AI Management Associate (AIMA) certification from the Production AI Institute. Candidates must demonstrate knowledge of AI governance, risk management, vendor assessment, and regulatory compliance (EU AI Act, GDPR).
AI Vendor / Integration Partner
Certified AI IntegratorPreferred
Preferred vendors will hold Certified AI Integrator status from the Production AI Institute, demonstrating that ≥25% of their technical team holds AIDA+ certification and they operate to PSF production safety standards. Integrator status can be verified at productionai.institute/certify/verify.
HR verification — paste as SOP appendix
Works for recruiters and hiring managers verifying any PAI credential ID.
Verification flow (for HR / recruiting teams)
1. Get the cert ID from the candidate
Every PAI certification has a unique cert ID in the format AIDA-2026-XXXX or AIMA-2026-XXXX. Ask candidates to provide this in their application or during the interview process.
2. Verify at productionai.institute/certify/verify
Enter the cert ID to see: holder name, certification level, date of issue, and current validity status. Takes 10 seconds.
3. Check the level matches the role requirement
AIDA = Technical Associate (all production AI engineers). AIMA = Management Associate (team leads, managers). CPAP = Practitioner (portfolio-evidenced). CPAA = Architect (advanced practice).
4. Note the validity period
AIDA and AIMA certifications are valid for 2 years from issue date. The verification page shows current validity. Expired certifications are still shown but marked as expired.
Language you can paste into partner MOUs, RFPs, and vendor questionnaires.
Optional footer for job posts (explains what “Production AI Institute” is)
References to Production AI Institute (PAI) credentials align to the Production Safety Framework (PSF) — an open, vendor-neutral benchmark for deploying AI safely in production. Standard: https://productionai.institute/standard · Verify any credential: https://productionai.institute/certify/verify
LinkedIn / job-board short summary (adapt title/level)
We're hiring production AI practitioners who align to the Production Safety Framework (PSF). PAI-certified candidates (e.g. AIDA, AIMA, CPAP) encouraged — verify IDs at productionai.institute/certify/verify.
MSP / systems integrator — partner technical bar (adapt thresholds)
Our delivery partners must demonstrate PSF-aligned production practice. Preferred: Certified AI Integrator (CAI) status or documented plan toward it; technical leads carrying AIDA or CPAP credentials; verification supplied via productionai.institute/certify/verify.
RFP / vendor scorecard criterion (paste as bullet)
Production AI governance: bidder shall identify named technical leads holding Production AI Institute (PAI) credentials appropriate to deployment scope or submit an equivalent competency matrix mapped to the published PSF (productionai.institute/standard); credentials verified via productionai.institute/certify/verify.
Email template — ask applicants to submit credentials
As part of this role we're evaluating production AI safety competency against the Production Safety Framework (PSF). If you hold a Production AI Institute certification (e.g. AIDA, AIMA, CPAP), reply with your cert ID so we can verify it at verify.productionai.institute (linked from productionai.institute/certify/verify). If you haven't sat a PAI exam, that's fine — include instead a concise description of how you handle input governance, output validation, observability, incident response, and human oversight on live AI systems.
Need team-scale onboarding?
Team packs and enterprise programmes bundle vouchers, cohort support, and optional deployment assessments — always against the published rubric on this site.