Your AI Pilot
Didn't Fail.
Your Foundation
Did.
A technical whitepaper by Colin Koh, Principal Consultant at LKH Precicon, mapping the Smart Industry Readiness Index to AI deployment prerequisites. It explains why your SIRI score is now functionally your AI readiness score, and presents a four-pillar infrastructure framework for closing the gap.
Industry Experience
Mapped to AI
Above SIRI Score 3.0
Framework
Six Sections. Actionable AI Readiness Intelligence.
This whitepaper moves from root-cause diagnosis to a structured infrastructure framework, giving plant directors, CTOs, and systems integrators a complete decision toolkit for AI deployment readiness.
Why AI Pilots Stall — The Real Diagnosis
The pattern of pilot failure across ASEAN facilities, and why the conclusion drawn is almost always wrong. The two failure modes look identical from the outside but require entirely different remedies. Confusing them is an expensive mistake.
Your SIRI Score Is Your AI Readiness Score
A pillar-by-pillar mapping of SIRI's 16 technology and process sub-dimensions to AI deployment prerequisites, and why the 3.0 Technology sub-dimension threshold is the specific, measurable benchmark that predicts deployment success.
The Five-Layer AI Stack for Manufacturing
From sensor and edge infrastructure through to advanced analytics and enterprise integration, the full manufacturing AI stack explained in operational context, with each layer mapped to the SIRI sub-dimensions that must be adequate before it can function.
The Four Gap Patterns That Stall Most Pilots
Recurring infrastructure gaps across connectivity, data quality, security posture, and power quality, diagnosed across multiple ASEAN facility assessments. Includes specific indicators that each gap pattern is present in your environment.
The Four-Pillar Readiness Framework: Smart, Sustainable, Secure, Power Quality
A structured infrastructure framework for prioritising investment before AI deployment. Each pillar maps directly to SIRI sub-dimensions and includes diagnostic questions, common failure modes, and sequencing guidance for remediation.
Building a Board-Ready AI Readiness Roadmap
How to translate your SIRI assessment findings into a structured presentation for boards, CFOs, and executive sponsors. Includes guidance for EDG grant applications and a framing template for digital transformation investment decisions.
Built for Practitioners, Not Theorists
The whitepaper includes structured visual frameworks designed to go directly into board presentations, EDG grant applications, and engineering roadmap reviews.
16 Pillars. One Readiness Score. One AI Deployment Decision.
Singapore's EDB-backed SIRI framework assesses manufacturing maturity across three dimensions and 16 sub-pillars. The whitepaper maps each one to its specific AI deployment prerequisites.
Watch: The SIRI + AI Framework in Detail
A companion video produced by Colin Koh walking through the SIRI + AI framework: the five-layer AI stack, the four gap patterns that stall most pilots, and the three-day assessment process used with manufacturers across Singapore.
- The five-layer AI stack for manufacturing environments
- The four infrastructure gap patterns that consistently stall AI pilots
- How the 3S+PQ framework maps to each SIRI sub-dimension
- The three-day SIRI Assessment, process and deliverables
- Using assessment output for EDG grant applications
Industry 4.0 Practitioner, Certified IoT Specialist, Industry Book Author
Ready to Engineer AI Readiness Into Your Facility?
Download the whitepaper and speak with LKH Precicon about mapping your SIRI score to AI deployment prerequisites, before your next capital commitment.
