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SYSTEM: OPERATIONAL OT/IT CONNECTORS: 150+ AUTONOMOUS OPERATION: 15+ DAYS GOVERNED AUTONOMY: ENFORCED AUDIT TRAIL: IMMUTABLE INDUSTRIES: ASSET-INTENSIVE & MISSION-CRITICAL DEPLOYMENT: 3-6 MONTHS VIA APEX CONTROL LOOPS: 3,400+ SYSTEM: OPERATIONAL OT/IT CONNECTORS: 150+ AUTONOMOUS OPERATION: 15+ DAYS GOVERNED AUTONOMY: ENFORCED AUDIT TRAIL: IMMUTABLE INDUSTRIES: ASSET-INTENSIVE & MISSION-CRITICAL DEPLOYMENT: 3-6 MONTHS VIA APEX CONTROL LOOPS: 3,400+

MATURITY ASSESSMENT · FOR ENGINEERING EXECUTIVES

Assess your readiness for agentic operations.

A 10-dimension framework for engineering executives evaluating where to start with agentic AI. Four maturity stages, a prioritised action plan, and implementation guidance you can take back to your team.
Download the Framework Talk to an Expert

ASSESSMENT DIMENSIONS

Ten dimensions, each scored on a 1–5 rubric.

Technical readiness, organisational capability and governance posture — what decides whether agentic AI lands. Browse four of the ten dimensions in full so you can judge what you're scoring against.

Download the Framework

Full rubric for all ten dimensions is in the downloadable framework.

Browse 4 of the 10 dimensions →

SAMPLE · DIMENSION 04

Data Foundation Quality

Is operational data complete, accessible in real time, and governed — or full of gaps agents would propagate?

  1. 1Poor data quality with significant gaps, inconsistencies and accessibility issues.
  2. 2Basic data collection but limited standardisation, documentation, or governance.
  3. 3Moderate data quality with some standardisation and accessible operational data streams.
  4. 4Good data foundation with established governance, consistent quality, and centralised access.
  5. 5Excellent infrastructure with high-quality, contextualised data, comprehensive governance, and seamless access.

MATURITY LEVELS

Four stages from exploration to advanced implementation.

Your average score across the ten dimensions lands you in one of four maturity stages — each with specific guidance on what to start with, and what to avoid until you've built the foundations.

1.0 – 2.0

Stage 1

Early Exploration

Foundational elements still being established. Data quality and integration capabilities are the priority. Start with low-risk experiments — simple workflow agents for immediate value, small cognitive agent pilots in isolated environments.

2.1 – 3.0

Stage 2

Foundation Building

Targeted pilot projects with measurable objectives. Formal governance framework taking shape. Compare different agent types in your environment; document which agent shape works for which use case.

3.1 – 4.0

Stage 3

Implementation Ready

Defined use cases with appropriate agent types. Center of excellence forming. Pilots expanding into adjacent operational areas. Measurement framework tracking value across multiple agent types.

4.1 – 5.0

Stage 4

Advanced Implementation

Scaled successful implementations across the organisation. Cognitive decision-making agents on high-value processes with proper safeguards. Multi-agent systems for end-to-end optimisation. Industry leadership established.

WHAT YOU GET

A baseline, three priorities, and a five-step plan.

The assessment isn't about hitting a perfect score. The output is a clear baseline, the three areas to address first, and an action plan you can take into your next strategy review — with implementation guidance tailored to where you are today.

OUTPUT 01

Honest baseline

A total score out of 50 + an average score out of 5, mapped to one of the four maturity stages. Where you actually are, not where you'd like to be.

OUTPUT 02

Top three priority areas

The dimensions with the largest gaps relative to your strategic objectives — with specific aspects of each to focus improvement effort on first.

OUTPUT 03

Five-step action plan

Concrete actions with responsibilities and timeframes — balancing quick wins that demonstrate value with longer-term capability building.

OUTPUT 04

Implementation guidance

Per maturity stage: explicit “start with” and “avoid” lists. So Stage 1 organisations don't try to deploy multi-agent systems before fixing the data foundation.

TWO WAYS TO USE IT

Self-assess, or have us facilitate the workshop.

The framework works as a download for your team to complete internally, or as the structure for a facilitated workshop with XMPro's industrial AI specialists. Same framework, two engagement depths.

PATH 01 · SELF-ASSESS

Download the framework, walk through it with your team.

A 27-page PDF with the full rubric, scoring worksheets, maturity-level interpretation, action-plan template, and implementation guidance per stage. Designed to be completed across multiple stakeholders for a balanced view.

  • Full 10-dimension rubric with 1–5 scoring criteria
  • Priority improvement & action plan worksheets
  • Implementation guidance for each maturity stage
  • No commitment — take it back to your team
Download the Framework
PATH 02 · FACILITATED WORKSHOP

Have XMPro's industrial AI team walk the assessment with you.

A guided engagement that turns the framework into a working plan — faster, deeper, and grounded in your operational context. Four core services, applied depending on where you need help most.

Core services

Facilitated Assessment Workshop Guided team walkthrough across all ten dimensions, calibrated against industrial peers.
1 / 4

At XMPro's discretion

Workshops are offered at XMPro's discretion, focused on enterprise market leaders in asset-intensive and mission-critical industries with executive (C-suite or VP-level) sponsorship.

Enquire about a Workshop

RELATED

Where to go next.

The maturity assessment sits at the front of a wider operating model. Continue exploring the platform, the AI behind it, the solutions it enables, and the agents that run inside it.

Platform

Agentic Operations Platform

Data, context, agents, governance, and decision accountability — the operating layer the assessment helps you plan toward.

 AI Foundations

Agentic AI & MAGS

The multi-agent reasoning system behind the platform — what powers the cognitive decision-making the framework measures.

 Solutions

Solutions Library

Industry- and outcome-specific solutions — where Stage 2 and Stage 3 organisations find concrete starting points.

 AI Agents

AI Agent Library

Browse the Expert AI Agent templates — the building blocks of the implementations the framework asks you to plan.

Turn ‘where do we start?’ into a prioritised plan.

Download the framework and walk it with your team, or enquire about a facilitated workshop with XMPro's industrial AI specialists.
Download the Framework Enquire about a Workshop