Industrial AI Benchmark ยท NSW
Know where you stand before you move.
See exactly where your operation lands against operations your size, and the one gap costing you the most right now. Twelve questions, about two minutes.
- Free
- No sign-up to start
- Built for the shed, not the boardroom
The benchmark at a glance
Why start here
Your leadership team has agreed you need to act on AI. No one agrees on what that means.
The MD read something. Operations wants to protect uptime. Finance wants a business case. IT has a platform shortlist. Everyone agrees something needs to happen.
No one is working from the same picture of where the business currently sits. That gap between intention and operational reality is where the money gets wasted.
Before you commit budget, headcount, or vendor contracts, get a clear read on your actual starting position. The question is not whether to act. It is whether the organisation has the foundation to act well.
What it measures
Four areas, three questions each
Built specifically for heavy industry businesses across NSW. A few questions about the business (sector, size and your role) set the comparison, so you are benchmarked against operations your size, not a generic curve.
Strategic Alignment
Where the money sits says more than where the ambition sits.
Where AI investment sits today, who owns AI and digital decisions, and how data-driven the big calls really are.
Data & Asset Infrastructure
Decision quality depends on how current the data behind it is.
How operational data moves from equipment to the people making decisions, how equipment failure is managed, and how well older and newer systems connect.
Governance & Risk
Systems, vendors and AI tools all produce recommendations, not facts.
What happens before anyone acts on a system, vendor or AI recommendation, how much say you have over where your data ends up, and how data is used to manage safety risk.
Frontline & Change Capability
A workforce that sees AI as a threat will route around it, regardless of investment.
How your crew feels about AI and new digital tools, what impact digital tools have had on daily work, and what happened during your last technology rollout.
How long it takes
About two minutes, start to finish
Answer twelve questions
Pick the answer closest to how your operation runs today. There is no sign-up to start.
Tell it about the business
Sector, size and your role, so you are compared with operations like yours.
Unlock your standing
Your first name and work email unlock your standing. Results show on screen straight away.
What you get
A results page you can take into the next leadership meeting
- Your standing against the field, on a scale from behind the pack to out in front.
- Your readiness profile, one of five, from The Reactor to The Autonomous Leader.
- The one gap costing you the most, named, so you know where to start.
- The Reactor
- Aware of the shift. Yet to make a move.
- The Experimenter
- Testing ideas. Building the foundations.
- The Integrator
- Connected systems. Building momentum.
- The Optimiser
- Measurable gains. Scaling what works.
- The Autonomous Leader
- AI-native. Out in front of the field.
Sample result
You vs the field
Profile
The Experimenter
Testing ideas. Building the foundations.
The one gap costing you the most
Governance & Risk
Compared with
Manufacturing and fabrication operations of a similar size
Sample size, shown honestly
62 operations benchmarked so far
That was the count on the benchmark on 16 October 2026. It is a working sample, not a census of NSW industry, and it grows every time an operation completes the benchmark. The live count is shown on the benchmark itself.
Each completed benchmark adds to the Industrial AI Benchmark's running picture of AI readiness in NSW industry.
Who it is for
Owners, MDs and operations leaders in NSW industry
For owners and managing directors, operations leaders, and safety or workforce leads who need a shared, grounded picture before the next decision on AI.
Sectors it covers
- Manufacturing and fabrication
- Mining and resources
- Construction and civil
- Transport, ports and logistics
- Energy and utilities
- Agriculture and food processing
- Industrial services and maintenance
Questions
Common questions
- What is the Industrial AI Benchmark?
- The Industrial AI Benchmark is a free tool that measures where an industrial business stands against operations its size. It takes about two minutes across twelve questions and delivers a standing and the single biggest gap to fix immediately.
- How long does it take?
- About two minutes. There are twelve questions, plus a few about the business so you are compared with operations your size. There is no sign-up to start.
- What does it measure?
- Four areas, three questions each: Strategic Alignment, Data & Asset Infrastructure, Governance & Risk, and Frontline & Change Capability.
- What do I get at the end?
- Your standing against the field, from behind the pack to out in front, one of five readiness profiles, and the one gap costing you the most right now, named. Your first name and work email unlock your standing, and the results show on screen.
- How many operations have been benchmarked?
- 62 operations had completed the benchmark at last count (16 October 2026). It is a working sample that grows as more operations take part, not a census of NSW industry.
- Is this a vendor survey?
- No. It's an objective measure of where you actually stand against the field. Integrated AI does not sell software.
The benchmark
Take the Industrial AI Benchmark.
Specific to your operation. Know where you stand before you move.