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SIRI Smart Industry Readiness Index
Industry 4.0 Maturity Assessment Framework

Know exactly where your factory stands — and where to go next.

SIRI gives manufacturers a clear, independently verified picture of their Industry 4.0 maturity across 16 dimensions — so leadership can prioritise the investments that actually move the needle.

PROCESS TECHNOLOGY ORGANISATION SIRI PRIORITISATION INDEX
Process Technology Organisation
16
Dimensions
0–5
Maturity bands
3B
Bottom · Broad Middle · Best
16
Assessment
dimensions
0–5
Maturity bands
per dimension
3B
Bottom · Broad Middle · Best
global benchmark
The SIRI Framework

One framework. Three layers. A complete picture.

16 dimensions, 8 pillars, 3 building blocks — turning a vague I4.0 ambition into a measurable, benchmarkable profile.

Smart Industry Readiness Index
Process
Operations
Supply Chain
Product Lifecycle
1Vertical Integration
2Horizontal Integration
3Integrated Product Lifecycle
Technology
Automation
Connectivity
Intelligence
4Shopfloor
7Shopfloor
10Shopfloor
5Enterprise
8Enterprise
11Enterprise
6Facility
9Facility
12Facility
Organisation
Talent Readiness
Structure & Management
13Workforce Learning & Development
14Leadership Competency
15Inter- and Intra-Company Collaboration
16Strategy & Governance
3 Building Blocks · 8 Pillars · 16 Dimensions · hover any element to explore
The maturity scale

Six ascending bands — from undefined to future-ready.

Each of the 16 dimensions is rated on the same six-band scale, so progress is unambiguous and every step up is clearly defined.

Stage 0

Ad Hoc

No defined processes. Activities are reactive and unstructured.

Stage 1

Defined

Processes are documented. Basic standards and procedures exist.

Stage 2

Repeatable

Consistent execution. Processes are followed and tracked.

Stage 3

Integrated

Cross-functional data flows and system integration are in place.

Stage 4

Optimised

Continuous improvement with data-driven decisions and automation.

Stage 5

Innovative

Future-ready. Autonomous, predictive, self-optimising operations.

← Beginning the journey Best-in-class →
TIER Framework

Focus improvements where they create the most value.

Four complementary lenses that turn your assessment score into a focused, commercially grounded action plan.

T
Today's State

Understand your facility's current Industry 4.0 maturity via the 16-dimension Assessment Matrix.

I
Impact to Bottom Line

Map which Industry 4.0 dimensions deliver the greatest financial return for your specific operation.

E
Essential Business Objectives

Align improvement priorities to the KPIs and business objectives most critical to your leadership agenda.

R
References to Broader Community

Learn from successes across 12 industry clusters — benchmarked against real-world peers.

T
Today's State

5 Principles of Assessment

1

The SIRI Assessment captures a facility's current state — not its future potential.

2

All 16 dimensions are assessed, though importance varies by industry type and business needs.

3

Stage 5 across all dimensions is not the goal — target higher where business need justifies it.

4

SIRI is a recurring exercise — used to track transformation progress across assessment cycles.

I
Impact to Bottom Line

10 Cost Categories Analysed

Industry 4.0 improvements are mapped against ten key cost drivers, identifying which dimensions deliver the greatest financial return for your specific operation.

Raw Materials & Consumables
Utilities
Labour
Maintenance & Repair
SG&A Expenses
Aftermarket Services
Research & Development
Depreciation
Rental & Operating Lease
Transportation & Distribution
E
Essential Business Objectives

14 KPI Categories

Business objectives are mapped across four performance dimensions, each with targeted KPI categories to guide prioritisation.

Productivity
Asset & Equipment Efficiency Inventory Efficiency Materials Efficiency Utilities Efficiency Workforce Efficiency
Flexibility
Planning & Scheduling Effectiveness Production Flexibility Workforce Flexibility
Speed
Time to Market Time to Delivery
Quality
Product Quality Process Quality Safety Security
R
References to Broader Community

Learn from the Global Network

Emulate successes and learn from the mistakes of the broader manufacturing community — your assessment is benchmarked against real-world peers across 12 industry clusters, 59 industry segments, and 169 production categories.

12 Industry Clusters
59 Industry Segments
169 Production Categories

Example Industry Segments

Aerospace & Defence
Automotive
Chemicals
Electronics
Food & Beverage
Industrial Machinery
Medical Devices
Metals & Mining
Oil & Gas
Pharmaceuticals
Semiconductors
Textiles & Apparel
Enterprise Performance Impact KPIs

EPIK — turning maturity scores into business outcomes.

EPIK links maturity levels to five operational performance categories, making visible which Industry 4.0 investments move the needle on cost, quality, and agility.

*Content varies for each prioritisation index

01 / Efficiency
Operational Efficiency
OEE
Overall Equipment Effectiveness
Cycle Time Reduction
Labour Efficiency Index
02 / Quality
Quality & Defects
FPY
First Pass Yield
Scrap & Rework Rate
03 / Reliability
Maintenance & Flow Reliability
Inventory Turnover
MTTR
Mean Time to Repair
04 / Resources
Resources Consumption
Energy per Unit Produced
Product Circularity Index
05 / Agility
Enterprise Agility
Lead Time Reduction
Capacity Flexibility Index
Team Digital Ideas Rate
Yellow Star Emblem
Tracking Stage

Awarded when a facility begins monitoring EPIK metrics — a committed first step toward data-driven performance management.

< 4 metrics actively tracked Entry-level recognition
🟣
Purple Star Emblem
Impact Stage

Awarded when a facility tracks more than four EPIK metrics with demonstrated improvement — signalling measurable Industry 4.0 business impact.

> 4 metrics actively tracked Advanced recognition
Peer Benchmarking — Profile Matching

Your benchmark only counts if it compares you to peers who actually look like you.

Generic global averages mask more than they reveal. SIRI's Profile Matching auto-filters every benchmark, gap, and recommendation to facilities sharing your industry, economic zone, geography, and scale.

Dimension 01
Industry Cluster
e.g. Advanced Manufacturing

The closest peer set — same industry, same product complexity, same competitive pressures. The apples-to-apples comparison that makes benchmark gaps defensible to leadership.

Dimension 02
Economic Zone
e.g. High Income

Filters to peers with similar regulatory, fiscal, and infrastructure conditions — because comparing a high-income facility to an emerging-market plant produces misleading gaps.

Dimension 03
Geographical Alliance
e.g. ASEAN

A regional lens capturing shared trade dynamics, policy environments, and technology adoption cycles — especially relevant for strategic positioning and investment timing.

Dimension 04
Employment Size Group
e.g. 200–499 employees

Controls for organisational scale — resource constraints and transformation capacity differ vastly between a 100-person plant and a 5,000-person facility. Size-matched gaps are genuinely closable.

Applied across every analytic in the report — not just benchmarks.

Profile Matching filters EPIK scores, maturity benchmarks, cost profiles, and dimension impact rankings — every number a manufacturer sees is peer-contextualised. The system is automatic: peer dimensions are populated from the intake form before the on-site visit, removing assessor subjectivity.

A score of 2.5 in Advanced Manufacturing means something very different in ASEAN High-Income versus a Low-Income Emerging Cluster. Profile Matching makes that distinction visible and defensible.

Why this matters in practice

The most common objection to benchmark data is "that comparison doesn't apply to us." Profile Matching removes it — because the peer set is explicitly defined by industry, economic zone, region, and headcount, leadership cannot dismiss the findings as irrelevant.

The conversation shifts from "is this benchmark fair?" to "what are we going to do about these gaps?"

Without Profile Matching
Benchmarks compare you to a global average that includes plants of all sizes, sectors, and economic contexts
Leadership teams reject findings — "those are global factories, not like us"
Gaps feel arbitrary, not actionable
Transformation priorities lack a defensible peer-comparison rationale
With Profile Matching
Every benchmark is filtered to peers sharing your industry, economic zone, region, and scale
Objections are neutralised — the peer set is visible, defined, and defensible
Gaps are contextual, resource-realistic, and directly actionable
Roadmap priorities are backed by what peer leaders are actually investing in
What you get from a SIRI assessment

Six tangible outputs, one comprehensive report.

Output 01

Your Maturity Score by Dimension

A score from 0–5 for each of the 16 dimensions, giving a granular picture of where your facility stands today.

Output 02

Your Global Benchmark Comparison

See exactly how your facility compares to the 3B global dataset — Bottom (10%), Broad Middle (80%), and Best (10%) — sector-specific and broken down by building block.

Output 03

Your Transformation Roadmap

A prioritised, sequenced action plan that maps the highest-impact improvements to your current baseline.

Output 04

Your Workforce Capability Analysis

Assessment of talent gaps across leadership and workforce dimensions — with targeted upskilling recommendations.

Output 05

Your Technology Gap Report

Identifies critical gaps in automation, connectivity, and intelligence — ranked by impact and implementation readiness.

Output 06

Your Executive Briefing Report

A board-ready summary distilling the assessment findings into strategic priorities and investment rationale.

Official Publication

SIRI Global Whitepaper

Smart Industry Readiness Index — Framework Methodology & Global Insights

Published by INCIT
Includes Global Overview & Progress Analytics
SIRI Global Whitepaper

The definitive guide to Industry 4.0 maturity assessment.

Published by INCIT — the definitive reference for the SIRI framework methodology, global industry overview, and progress analytics from assessments worldwide.

Framework Methodology

Deep dive into how the 16 dimensions and maturity bands are constructed and scored.

Global Industry Overview

A broad view of Industry 4.0 adoption trends across sectors and regions worldwide.

Progress Analytics

Data-driven insights tracking how manufacturers improve maturity scores across assessment cycles.

Assessment process — minimal disruption

From kickoff to roadmap in three focused phases.

A structured, facilitated process that captures an accurate maturity picture with minimal operational disruption.

L
Learn

Understand your facility's goals, constraints, and strategic context before the assessment begins.

E
Evaluate

Structured on-site assessment across all 16 dimensions — evidence collected and maturity bands scored with certified rigour.

A
Architect

Build the transformation roadmap — 4 Focus Dimensions with sequenced priorities anchored to your cost profile and KPIs.

D
Drive

Deliver the debrief, hand over the report, and set multi-cycle targets that sustain transformation momentum.

1
Phase 1

Planning & Preparation

3–4 weeks prior · ~3 hrs commitment

  • Assessment scoping and objective setting
  • Pre-assessment questionnaire and self-evaluation
  • Stakeholder and team identification
  • Documentation and data collection planning
  • On-site schedule and logistics alignment
2
Phase 2

On-site Assessment

2–3 days on-site

  • Comprehensive facility walkthrough by certified assessors
  • Structured stakeholder interviews across functions
  • Shop floor observation and technology audit
  • Dimension-by-dimension evidence collection
  • Collaborative validation workshop with your team
3
Phase 3

Debriefing & Roadmap Implementation

Post-assessment · ~60 minutes facilitated session

  • SIRI Star Emblem reveal — your tier badge and what it means for board and marketing use
  • Maturity baseline walkthrough — dimension-by-dimension with inline assessor rationale
  • EPIK performance impact — quantified answer to "is our transformation paying off?"
  • Profile Matching benchmarks — how you rank against peers who actually look like you
  • Transformation roadmap handover — 4 Focus Dimensions with cost, KPI, and execution pathways
  • Full written assessment report delivered with all four sections
What you walk away with from the debrief
Act 1 · 5 min
Strategic Context Set
The LEAD framework positioned — where this assessment sits in your transformation journey and what the debrief will unlock.
Act 2 · 10 min
Maturity Baseline Established
Your Star Emblem tier confirmed. All 16 dimension scores walked through with the evidence and reasoning behind each band.
Act 3 · 15 min
Business Impact Quantified
EPIK score presented. A clear, CFO-ready answer to whether your digital investments are moving the needle on cost, quality, and agility.
Act 4 · 15 min
Competitive Position Mapped
Profile Matching benchmarks revealed. You see exactly how you rank against peers who share your industry, zone, region, and scale.
Act 5 · 15 min
Roadmap in Hand
4 Focus Dimensions handed over with selection logic, cost attribution, KPI linkage, and internal vs. external execution pathways.
No sensitive operational data is required during the assessment process.
What's in your assessment report

Four sections. Four questions answered.

Progressing from maturity baseline to business impact, competitive positioning, and a concrete execution plan — each section builds on the last.

1
Section 1 · Baseline

First Reading

All 12 EPIK metrics are captured once, before any improvement work — Cycle 0.

2
Section 2 · Score

Overall EPIK Score

12 metrics roll up to 5 category scores and one overall index.

3
Section 3 · Benchmark

Measured Against Peers

Each metric is compared to Industry, Economic Zone, and Alliance peer layers.

4
Section 4 · Target

Next-Band Goals

Focus Dimensions carry explicit next-band targets for the metrics they move.

Section 01 · Maturity Foundation
Your baseline — scored, evidenced, and contextualised.

Establishes your factual baseline before any comparison: Star Emblem tier, the full 16-dimension matrix with inline assessor rationale, and the prioritisation inputs that drive your roadmap.

  • SIRI Star Emblem — your tier badge (★ to ★★★★★)
  • Scope and Profile Matching peer dimensions
  • 16-dimension Assessment Matrix with inline Assessor Notes
  • Cost Profile, Priority KPIs, and Planning Horizon inputs
  • 12 EPIK Performance Metrics baseline
Section 02 · Transformation Impact
Quantified business impact — not just a maturity score.

The section CFOs and COOs focus on. EPIK translates maturity into 12 operational metrics across 5 categories — a quantified answer to whether digital investment is moving the needle on cost, quality, and agility.

  • Overall EPIK Score — single unified performance indicator
  • Radar chart: Previous → Current → Top Performer
  • Per-metric trend table with improvement / decline flags
  • Profile Matching benchmarks for EPIK across 3 peer layers
  • Metric classifications: Critical Development / Competitive Growth / Innovation Leadership
Section 03 · Advanced Analytics
Multi-layer positioning — global, industry, regional, and size-matched.

Builds outward from global context to precise peer comparisons — maturity benchmarks at three Profile Matching levels, cost structure vs. best-in-class, and Archetype Positioning that places your facility in the strategic landscape of your sector.

  • 3B Maturity Benchmark — global Bottom / Broad Middle / Best reference
  • Industry Cluster, Economic Zone, and Alliance-level comparisons
  • Cost Profile vs Best-in-Class by planning horizon
  • Priority KPI alignment with peer leaders
  • Archetype Positioning — Rainforest / Coniferous / Savanna / Tundra
Section 04 · Transformation Roadmap
Four concrete priorities — with the reasoning fully visible.

Translates everything into a sequenced execution plan. A balanced rule selects 4 Focus Dimensions — one each from Process, Technology, and Organisation, plus the highest-impact dimension overall — each with cost attribution, KPI linkage, and execution pathways.

  • 4 Focus Dimensions selected via a transparent balanced rule
  • Cost & KPI attribution table — the "why these four" made visible
  • Priority 1–4 narratives with next-band targets
  • Internal and external execution pathways per dimension
  • Multi-cycle aspiration linked to Archetype progression

The 12 EPIK metrics, by category

An illustrative view of how 12 EPIK metrics span 5 categories — each one baselined, benchmarked against peers, and targeted by your roadmap.

Unit & Productivity i
  • Cost per Unit of Output
  • Overall Equipment Effectiveness (OEE)
  • Labour Productivity Index
Growth & Innovation i
  • Revenue Share from New Products
  • R&D to Revenue Ratio
Speed & Agility i
  • Order to Delivery Cycle Time
  • Changeover / Setup Time
  • New Product Introduction Lead Time
Quality & Safety i
  • First Pass Yield
  • Safety Incident Rate / TRIR
Sustainability & Impact i
  • Energy Intensity per Unit of Output
  • Waste-to-Landfill Ratio

Illustrative example metric set — your official report reflects the metrics relevant to your facility.

Assessor Notes are now inline — not buried in an annex

The certified assessor's rationale for every maturity band is written directly alongside each dimension in the Assessment Matrix — not buried in an appendix. Manufacturers immediately see the evidence, gaps identified, and improvement actions behind each score.

The 3B Benchmark — where you sit vs. the world
Bottom · Broad Middle · Best · maturity 0–5
Bottom 10%

The lowest-performing 10% of facilities in the global assessment pool — a baseline reference showing the floor of each dimension.

Broad Middle 80%

The mainstream band — where most assessed facilities sit globally. The scores shown represent Broad Middle averages for each dimension.

Best 10%

The top-performing 10% — industry leaders whose scores define best-in-class for each dimension and serve as the aspirational target.

Bottom
Broad Middle (80%)
Best
← Lowest performers Industry leaders →
Scores are illustrative. Broad Middle avg = global 80th-percentile median. "Your Score" is a sample facility — your official report plots your actual scores against all three tiers.
Broad Middle avg — global middle 80%
Your Score (illustrative)
Process
Vertical
Integration
Broad
2.4
You
1.6 ↓ −0.8
Horizontal
Integration
Broad
2.1
You
1.3 ↓ −0.8
Integrated
Product Lifecycle
Broad
1.8
You
1.0 ↓ −0.8
Technology
Automation
Broad
2.6
You
1.7 ↓ −0.9
Connectivity
Broad
2.2
You
1.4 ↓ −0.8
Intelligence
Broad
1.7
You
0.9 ↓ −0.8
Organisation
Workforce
L&D
Broad
2.8
You
2.0 ↓ −0.8
Strategy &
Governance
Broad
2.3
You
1.6 ↓ −0.7
012345
WHY MANUFACTURERS CHOOSE SIRI

What you cannot measure, you cannot improve.

Clarity on where you stand

An objective, independently verified baseline — no more guesswork about your factory's digital readiness.

Prioritised investment decisions

Know which Industry 4.0 initiatives will deliver the greatest return before committing capital.

Independent third-party validation

Independently verified credentials give credibility with boards, investors, and supply chain partners.

Benchmark against global peers

See how your facility compares to sector leaders and regional medians across every dimension.

Close workforce capability gaps

Identify skill shortfalls and leadership readiness to ensure your people can deliver transformation.

Track progress over time

Repeat assessments show measurable uplift — turning transformation ambitions into a trackable performance record.

For consultants & industry professionals

Become a Certified SIRI Assessor.

CSAs are independently certified digital-transformation consultants, officially recognised under the SIRI framework. They conduct Official SIRI Assessments and build tailored transformation roadmaps for manufacturers worldwide.

Certified SIRI Assessor (CSA) programme
1 Step 1

Attend training

40 hrs in-class coursework via an approved training organisation.

2 Step 2

Pass certification

Complete the CSA examination from an approved organisation.

3 Step 3

Orientation & access

Complete orientation and gain access to the SIRI Portal to start assessing.

Internationally recognised credential Global reach Independent practice Renewal after 5 assessments
Apply to get certified →
Approved Training Organisations

Become an approved SIRI training centre.

If your organisation is a training provider, consultancy, or industry body interested in delivering the official Certified SIRI Assessor (CSA) programme, we'd love to hear from you.

Deliver officially recognised training

Train industry professionals on the official SIRI methodology and become an approved training organisation under the SIRI framework.

Grow a pipeline of certified assessors

Position your organisation as a centre of excellence for Industry 4.0 maturity capability development.

Access official curriculum and materials

Receive the official 40-hour CSA curriculum, examiner support, and the complete SIRI assessment toolkit.

Join a global network

Become part of the international SIRI training ecosystem spanning institutions and industry bodies worldwide.

Approved Training Organisation

What it means to be an approved training centre

Your organisation becomes authorised to deliver the official CSA certification pathway, helping build Industry 4.0 talent across your region.

  • Official SIRI-approved programme status
  • Complete 40-hour curriculum and trainer guides
  • CSA examination and certification rights
  • Listing in the global SIRI training directory
  • Ongoing support from INCIT
  • Access to the official SIRI assessment portal

Ready to explore? Contact us and our team will reach out within 2 business days.

Ready to get assessed?

Find a Certified SIRI Assessor near you.

Official SIRI Assessments are conducted by independently certified consultants worldwide. Find one in your region and start your assessment on Readiness Index.

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