Production AI Engineer
EngineeringShip and operate agent workflows with PSF-aligned controls — input governance, observability, and deployment safety before production cutover.
Typical credentials
PAI does not operate a traditional job board. These example roles show how hiring teams and practitioners align job expectations with credentials we publish — each links to a live exam or portfolio pathway.
Browse all credentials →Ship and operate agent workflows with PSF-aligned controls — input governance, observability, and deployment safety before production cutover.
Own evidence packs, control mapping, and audit-ready narratives for production AI systems — not generic AI policy slides.
Run models in production: routing, evals, incident response hooks, and vendor resilience when suppliers or models change.
Design end-to-end production AI systems with portfolio evidence — standards, workflows, and organisational maturity.
Build a managed-services practice that deploys PSF-aligned AI for clients — discovery, assessments, and recurring governance.
Hiring at PAI directly? Contact us — this page is illustrative for teams building certification requirements.