Claude AI Readiness and
Governance Assessment.
How Saena AI Group delivered an enterprise AI readiness assessment and governance framework for a global industrial engineering company.
The Client
A global industrial engineering and manufacturing firm with operations across multiple countries, serving customers in energy, mining, and infrastructure. The firm operates complex project delivery workflows, procurement systems, and technical documentation processes across a distributed team.
The Challenge
The firm wanted to deploy Claude AI across its project delivery and technical operations teams but had no framework in place to do so responsibly. Key concerns included data governance across jurisdictions, compliance with procurement and export controls, integration with existing enterprise systems, and ensuring that AI outputs met the accuracy standards required for technical and safety-critical documentation. The firm needed an objective assessment of readiness before any implementation began.
The Solution
Saena AI Group conducted a structured AI Readiness and Governance Assessment, covering the firm's current data infrastructure, system architecture, compliance requirements, and workflow priorities.
The assessment mapped where Claude could be deployed immediately with low risk, where additional governance was required before deployment, and which workflows offered the highest return on AI investment. Deliverables included:
- Comprehensive readiness report across technology and compliance.
- Phased deployment roadmap with clear milestones.
- Governance policy framework aligned to global regulatory environments.
- Recommended Skills library for technical documentation and project reporting.
The Result
The firm received a clear, actionable roadmap for Claude AI deployment — with governance in place before any production system was built. The assessment identified three high-priority workflow areas for immediate implementation and established the compliance and data governance framework that will underpin all future Claude deployments.