Smart Industry Readiness Index (SIRI)
The Smart Industry Readiness Index (SIRI) is a globally recognized Smart Factory Maturity Model that benchmarks your organization’s Industry 4.0 Readiness through a comprehensive Digital Maturity Assessment. It evaluates critical areas like operations, maintenance, EHS, and workforce management, helping businesses implement smarter manufacturing practices through technologies such as Digital Twin, IIOT, and AI-based Maturity Mapping.
Used as a core part of the Sparrow SIRI Framework, this proven model enables businesses in India and globally to build scalable, future-ready manufacturing systems

Digital Maturity Rating
Get a detailed evaluation of your company's Industry 4.0 maturity across 16 key dimensions, ranging digital infrastructure and MES integration to process automation and IOT connectivity. The SIRI Assessment Tool provides clarity on where your business stands.
Actionable Insights
Receive a comprehensive report with recommendations and strategies, including adopting technologies like iLOL™ on IndustryOS™, to optimize your digital transformation journey.
Prioritization Matrix
Identify and prioritize the areas that will deliver the most significant impact to your bottom line, such as predictive maintenance through IIOT, and workflow efficiency using AI and MES.
Benchmarking
Benchmark your performance against industry best practices using advanced tools, including Digital Twin, AI, and MES—backed by Sparrow's expertise in Digital Maturity Assessment and Industry 4.0 Readiness Evaluation.

SIRI Assessment Proces
- An initial briefing uncovers KPIs, cost structures, and your readiness level through a customized SIRI Assessment Tool. This phase includes collecting data on your current MES, IOT, and AI implementations.
- Data collection and workshop to prepare for the assessment, including current IOT systems and MES capabilities.
- Onsite evaluation of your facility, covering all relevant aspects of Industry 4.0 readiness—from machines and people to processes, EHS, and integration with Digital Twin and IIOT systems.
- Debriefing session to discuss assessment results, analyze findings, and outline next steps for digital transformation.
Why Choose Us?
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Holistic Approach Our SIRI Assessment evaluation covering critical functions—operations, maintenance, EHS, and tech integrations like MES, AI, and IIOT—ensuring a complete readiness assessment.
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Industry-Leading Expertise Leverage Sparrow's experience in digital transformation, including hands-on implementation of Digital Twin, IOT, and scalable AI solutions tailored to your goals.
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Scalability The SIRI framework supports scalable solutions for businesses at any stage of their digital journey, with tools like iLOL™ on IndustryOS™ enabling continuous improvements across departments.

Outcome of SIRI Assessment
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Best-in-Class Insights Gain clarity on your digital capabilities, including Digital Twin for SIRI Benchmark use and areas where further automation or AI adoption can drive transformation.
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Recommendations for Improvement Get specific, actionable steps to improve your Industry 4.0 capabilities through tools like Digital Twin, IOT, and IIOT analytics.
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Business Impact Improve productivity, reduce costs, and enhance sustainability through smarter manufacturing practices supported by technologies such as MES, AI, and IndustryOS™.
Sparrow’s SIRI‑powered method: from vision to value
We use SIRI through a rigorous three‑phase delivery that maps exactly to executive needs:
- LEARN (Planning & Preparation) – Stakeholder alignment, pulse check, data requests, and pre‑assessment workshop.
- EVALUATE (On‑Site Assessment) – Workshops, facility tour, and scoring across 16 SIRI dimensions using the Assessment Matrix.
- ARCHITECT (Analysis & Roadmap) – Detailed analysis, a Prioritization Matrix, and a phased roadmap that de‑risks investment and accelerates outcomes.
Our approach is guided by the LEAD cycle—Learn → Evaluate → Architect → Deliver—because transformation is continuous, not a single project.

What SIRI measures and why it matters ?
SIRI evaluates readiness across three building blocks—Process, Technology, and Organization—mapped to eight pillars and 16 dimensions that ensure a holistic view (not just a tech checklist):
- Process: Vertical Integration (D1), Horizontal Integration (D2), Integrated Product Lifecycle (D3)
- Technology: Shop Floor/Enterprise/Facility Automation (D4–D6); Connectivity (D7–D9); Intelligence (D10–D12)
- Organization: Workforce Learning & Development (D13), Leadership Competency (D14), Inter/Intra‑Company Collaboration (D15), Strategy & Governance (D16)
This structure prevents technology‑centric myopia the common failure mode where companies buy tools without redesigning processes or preparing people.

From prioritization to ROI: the TIER engine
To focus investment, Sparrow drives decisions with SIRI’s TIER framework:
- Today’s State (your current maturity),
- Impact to Bottom Line,
- Essential Business Objectives, and
- References (benchmarks vs. peers).
The result is a prioritized, de‑risked roadmap aligned to your strategy and cost structure.

What clients achieve with Sparrow + SIRI
- Productivity & Throughput: Identify bottlenecks, raise OEE, and scale what works—without adding new lines.
- Cost Efficiency: Shift from reactive to predictive maintenance; cut scrap, energy, and inventory costs with targeted initiatives.
- EHS & Compliance: Instrument assets with IoT, digitize checks, and reduce incidents while strengthening regulatory integrity.
- Sustainability: Track and improve energy per unit, waste, and emissions—quantified within the SIRI framework.
- Governance & Culture: Establish a shared DX language, executive cadence, and KPIs that sustain momentum.
Sparrow is the world’s best at creating a DX Vision & Journey powered by SIRI
Most digital transformation programs begin with bold ambition and stall. Nearly 70% of DX efforts fail due to weak strategy, leadership misalignment, resistance to change, and lack of clarity. At the same time, 61% of senior executives call DX a top priority but don’t have a clear roadmap to get there. Sparrow fixes that gap with a SIRI-powered approach that turns intent into a precise, valued-driven plan.