Practitioners who build, deploy, and operate AI systems in production — not in notebooks. Engineers, ML practitioners, governance leads, and the teams responsible when something goes wrong.
AIDA, CPAP, and specialist cert holders who have demonstrated real PSF knowledge — not just completed a vendor course.
Engineers and ML practitioners actively deploying AI agents, RAG systems, and agentic workflows in live production environments.
AI governance, compliance, and risk professionals who need a technical framework they can actually implement.
Internal AI teams at companies navigating the gap between what the tools can do and what the regulators will accept.
The Production AI Brief is a practitioner-focused newsletter covering production AI incidents, framework updates, and what's actually working in deployed systems. No hype. No demos. Just what matters in production.
PAI credentials are assessed against a published, versioned standard. The community starts with the PSF, not vendor marketing or private courseware.
Read the PSF →PSF assessments of every major AI framework. Not sponsored. Not promotional. Just: here is what the tool covers, here is what you still need to implement yourself.
Browse ecosystem assessments →The PSF is published under CC BY 4.0. Reference it in compliance documents, architecture reviews, client proposals. The standard is yours to use.
Read the PSF →PAI Studio is a free canvas for designing PSF-compliant deployments. Every node you place maps to a domain; the export becomes implementation evidence.
Open Studio →Read the PSF, follow the research programme, and use the community to stay close to what is changing in production AI deployment. Credentials are there when you need public proof.
Read the PSF →