AI Governance Expertise · Australian Heavy Industry

You will be National AI Plan compliant. Your AI will be performing.
Your business outcomes still won't have moved.

That's not an AI problem. It's a measurement problem.

The same AI register that satisfies the National AI Plan auditing — structured correctly — tells your board whether your AI is actually delivering. Win rate. Margin. Rework cost. Decision performance. Same data. Proof of value added. I help heavy industry contractors build it once and use it for both.

30+ Years Heavy Industry
$2B+ Bids Directed
FTSE 100 VP-Level Experience
James Clements, Heavy Industry AI Consultant
AI Governance Specialist

Trusted by leaders from

The challenge

The obligations are already in force. Most businesses don't know it.

CI Asset Owners

Critical infrastructure owners carry the highest obligation

Under the SOCI Act and DTA's Critical Infrastructure Risk Management Program, AI must be formally added to your existing CIRMP — and that coverage must extend to the critical supply elements of your supply chain. Non-compliance is a regulatory breach, not a future risk.

Board liability: director duties apply personally — up to $600K per officer under Corporations Act & WHS Act
Prime Contractors

Primes are caught at the intersection — from both directions

Prime contractors carry their own National AI Plan obligations, plus any AI governance and compliance requirements flowed down contractually from CI Asset Owners, Federal and State Governments. That same burden must then be equitably structured and passed through to subcontractors and the broader supply chain.

  • AI governance clauses now standard in Defence, Energy & Infrastructure prequalification
  • Extracting principal AI requirements, mapping fulfilment obligations, and flowing compliant — but proportionate — conditions down to the supply chain is now core procurement management
Board liability: Prime boards face the same director exposure as Asset Owners under AI governance failures
Tier 2/3 Subcontractors

Subcontractors face a moving compliance target on every project

Beyond their own National AI Plan obligations, subcontractors must adapt to AI governance requirements that shift from tender to tender and project to project as flow-down conditions evolve. New pressures are compounding this: Sovereign AI mandates requiring Australian-hosted data, and live performance feeds into Prime contractors' Digital Twins mean your AI stack is now part of your client's governance framework — whether you know it or not.

How I work

Govern it. Measure it. Prove it.

Three stages. Each one builds on the last. Most engagements start at Stage 1 — some are ready to go further.

Govern It

Meet the obligation. Build the foundation.

Map your actual AI exposure — shadow tools, embedded systems, data flows — against your regulatory obligations. Build a defensible governance framework your board can stand behind, your bid team can articulate in any tender, and your supply chain can operate under. This is the compliance foundation. It also, designed correctly, becomes the data infrastructure for everything that follows.

Output: CIRMP uplift, governance framework, tender compliance documentation, supply chain flow-down.
Measure It

Define what value looks like. Capture it from the start.

The same governance registers that satisfy an auditor — tool register, decision logs, data flows — can be structured to also capture the context that determines whether your AI is actually delivering. Win rate at target margin. Rework cost. Bid resource efficiency. The variables your AI system can't see but that determine whether the output was any good. This stage connects your governance infrastructure to the board-level outcomes that matter.

Output: Board-level outcome metrics defined, context variables captured in governance register, 90-day measurement baseline established.
Prove It

Show the board what AI is actually producing.

Periodic review against the outcomes that matter. Before-and-after analysis in commercial language — not productivity dashboards, not task completion rates. Win rates, margin per client, project delivery variance, resource efficiency. The governed audit trail becomes the evidence base. Anomalies get identified: where AI looks like it's working but the board number says otherwise. This is the conversation your board actually wants to have.

Output: Board-level AI performance report, anomaly identification, ROI evidence for continued investment or redeployment decisions.
Services

Wherever you sit in the supply chain, there's an obligation that applies to you

Fixed scope. Clear outcomes. No open-ended retainers. No transformation projects. No 6-month engagements. Stage 1 gets you compliant. Stages 2 and 3 turn that compliance infrastructure into proof of value.

For CI Asset Owners
Director liability — act now

Board AI Governance Review

A structured review of your board’s AI governance obligations across 13 legal domains — Corporations Act, WHS, Privacy Act, SOCI, ASX principles, and more. Delivered as a cross-referenced compliance register your board can act on.

  • Director personal liability mapped against current AI use
  • Three-horizon view: enforceable now, near-term, emerging
  • Board-ready report with clear action priorities
  • Covers all 13 obligation domains relevant to heavy industry

ASIC has already pursued directors for technology governance failures. This is not a future risk.

Also available to Prime Contractor boards and any ASX-listed or incorporated entity with AI in their operations.

Request a Board Briefing
For Prime Contractors

AI Governance & Tender Compliance Prime Track

Your clients are already scoring AI governance in tenders. Principals are already flowing obligations down to you. Build the framework that wins work today — and the supply chain architecture to pass those obligations equitably to your subcontractors.

  • AI use case register and accountable owner structure
  • GfAA (AI6) essential practices compliance documented
  • AIIA-aligned documentation and DTA Policy v2.0 alignment
  • Sovereign AI position across data, model behaviour, inference, and auditability documented
  • Supply chain AI compliance flow-down conditions drafted
  • Tender response package for AI governance prequalification clauses

From 1 July 2026, NSW PBD-2025-05 makes modern slavery due diligence mandatory in construction tenders. A Prime’s AI governance framework must account for how AI is used in workforce and labour management — because that is exactly what modern slavery tender clauses will now ask about.

Discuss Your Governance Framework

The services above are Stage 1 — Govern It. Once your governance foundation is in place, Stages 2 and 3 connect that infrastructure to board-level performance measurement and proof of value. See how the stages work together ↓

For Tier 2/3 Subcontractors

AI Governance & Tender Compliance Sub-Contractor Track

The National AI Plan applies to your business directly — not just via your head contractor. Build a compliant AI governance position that satisfies your own obligations and holds up to scrutiny in every tender you respond to.

  • AI tool and use case register aligned to National AI Plan
  • Governance documentation structured for prequalification
  • GfAA (AI6) essential practices and DTA Model AI Clauses v2.0 alignment
  • Sovereign AI position across data, model behaviour, inference, and auditability documented
  • Adapts to each Prime’s flow-down requirements tender-by-tender

32% of subcontractors are currently failing prequalification on AI requirements. Getting through pre-qual is not enough — shortlisted tenderers are being audited. You can fake the pre-qual. You can’t fake the audit.

Get Compliant

AI Readiness Assessment

$3,500 + GST

A structured assessment that builds your compliant AI governance system in accordance with the National AI Plan — before your prime asks for it. Pre-qualification is not the finish line. Shortlisted tenderers are being audited, and a governance position that cannot hold up under direct scrutiny counts for nothing.

  • Shadow AI and tool audit across your business
  • Compliance gap analysis against four regulatory streams
  • Governance system documented and ready for prequalification and post-shortlist audit
  • Positions you for rapid tender response when the work comes

Get ahead of it. The firms being marked down at audit stage are not unprepared — they just prepared for the wrong gate.

Book a Readiness Assessment

Tender AI Response

When a major tender drops with AI governance requirements, you need a response — fast. If you’ve completed an AI Readiness Assessment, we build on that foundation. If not, we run a rapid assessment and construct your response in parallel, including any pre-award AI preparation your head contractor requires.

  • Builds on existing AI Readiness Assessment where available
  • Rapid-track assessment and response for live tenders
  • AI governance section drafted for your tender submission
  • Pre-award AI preparation and compliance documentation
  • Structured to match the specific Prime’s flow-down requirements
Discuss Your Tender
About James

I speak your language. I've sat in your chair.

I've spent three decades directing major projects and leading business development across Oil & Gas, Defence, Energy, and Infrastructure for FTSE 100 and ASX-listed contractors. From architecting $2B+ defence bids to pioneering energy transition strategies across Asia Pacific — I bring the strategic discipline of a corporate VP directly to your leadership team.

I combine that operational experience with targeted AI implementation. No innovation theatre. No tech for tech's sake. Only AI that protects margin, wins work, and survives a site audit.

Bid Director — Australia's largest naval shipbuilding programme ($2B+ Defence EPC)
VP Strategy & Development, Asia Pacific — Wood PLC (FTSE 100), 7 business units, 4 countries
Energy Transition architect — pivoting O&G portfolios to low-carbon markets
Alliance model pioneer — reduced Defence ship upgrade cycles from 4 years to 18 months
MBA · University of New England Certified Master Project Director · AIPM AI Fluency Professional · USyd Certified AI Lead Partner · Mindhive

Delivered through

AI That Works

The delivery vehicle. Fixed-price AI pilots and readiness programs for heavy industry.

Kipanga

Engineering partner for AI transformation at scale. ISO 27001 certified, secure Australian hosting.

Mindhive

Collective intelligence platform. Certified Lead Partner for strategic collaborative engagements.

What clients say

Trusted by industry leaders

★★★★★

"He led our AsiaPac Strategy process, focused on growth and diversification. Thanks to his unique knowledge across the region and industry, he was invaluable — delivering exactly what we needed."

Paul McCarthy
Regional Director, EnerMech
★★★★★

"Working alongside James, I was always impressed by his tenacity in getting after opportunities and his rigorous approach to ensuring outcomes were achieved."

Chief Operating Officer
Heavy industry contractor
★★★★★

"We knew little about AI previously, except we were falling behind. The pilot process was easy, we learned a lot, and the AI agent has everyone excited. We are now developing our AI Scaling Strategy with James."

Free tools & resources

Find out where you stand — before someone else does

Built specifically for Australian heavy industry. No login. No cost.

Free guide

What Your Next Tender Will Ask About AI — and How to Answer

A practical guide for heavy industry contractors. Covers the AI governance questions now appearing in prequalification documents — and exactly how to answer them. Download before your next submission.

No spam. Unsubscribe any time.

Insights

Straight talk on AI governance for heavy industry

Practical, no-hype guidance for boards, prime contractors, and supply chain businesses navigating Australia's AI regulatory landscape.

Beyond compliance

When Stage 1 is complete, the foundation is built. Here’s what it unlocks.

02
Measure It

Governed AI Performance Advisory

Your governance registers are structured from the start to also capture the context that determines whether your AI is delivering real value — not just productivity metrics, but the board-level outcomes your AI was supposed to move. Win rate at target margin. Rework cost. Bid resource efficiency relative to conversion. The variables your AI system can’t see but that determine whether an output was actually good.

  • Board-level outcome metrics defined before AI deployment, not after
  • Context variables — relationship origin, competitor position, programme factors — built into governance register
  • 90-day measurement baseline established
  • Connects compliance infrastructure to performance evidence

Available to clients who have completed a Stage 1 governance engagement. Can be scoped as a standalone advisory for organisations with existing governance frameworks.

Ask about Stage 2
03
Prove It

AI ROI Review & Board Reporting

Periodic review of what your AI is actually producing at the board level. Before-and-after analysis in commercial language — not dashboards, not task completion rates. The governed audit trail becomes the evidence base. Anomalies are identified: where AI looks like it’s working but the board number says otherwise. This is the conversation your board is starting to ask for — and that most AI vendors cannot facilitate because they only measure their own system.

  • Board-level AI performance report in commercial language
  • Anomaly identification — metrics that look good but mask a business problem
  • ROI evidence structured for board and investment decision-making
  • Redeployment or discontinuation recommendations where warranted

Requires Stage 2 measurement baseline. Delivered as a structured advisory engagement at 90-day or 6-month intervals.

Ask about Stage 3
Get in touch

A straight conversation — no sales pitch

Book a call directly, or send a message below and I'll come back to you within one business day.

Book a 30-min Discovery Call

What to expect

  • Straight talk about your actual situation
  • No obligation to proceed
  • Specific guidance for your tender context
  • 30 minutes, no more