Services / Applied AI Enablement

Data and Applied AI

AI where it
earns its place

We put artificial intelligence to work where it genuinely moves the numbers: in delivery, in decisions, and in the operating model, with the judgement to know where it does not belong.

Service Outline

What this service delivers

We put artificial intelligence to work where it genuinely moves the numbers: in delivery, in decisions, and in the operating model, with the judgement to know where it does not belong. The practice runs from opportunity assessment and value cases through build, evaluation, and production, covering machine-learning decision support, document intelligence, and agentic workflows. Governance is built in from the first use case: our frameworks align to ISO/IEC 42001, the Australian Government’s Guidance for AI Adoption, and the mandatory standards now arriving in 2026, so adoption is defensible as the rules tighten. We use this tooling on our own programmes every day, which is why our advice is practical: AI sharpens senior judgement, and people stay accountable for the outcome.

The Precision Approach

How we run this work

Value before novelty.

Every candidate use case is tested against a value case and a feasibility read; we kill weak ideas early and say so.

Govern from the first pilot.

AI risk assessment, human oversight, and transparency controls align to ISO/IEC 42001 and Australian guidance, sized to the risk of the use case rather than applied as blanket bureaucracy.

Evaluate like an engineer.

Models and agentic systems ship with evaluation harnesses, acceptance thresholds, and monitoring, because unmeasured AI is unmanaged risk.

Production is the goal.

Pilots are designed with their path to production, data contracts, and support model defined up front, so proofs of concept stop dying in the lab.

Humans stay accountable.

Decision rights, override mechanisms, and audit trails keep a named person answerable for every consequential output.

Build your capability.

Skills, policy, and operating routines transfer to your teams, so adoption compounds after we leave.

How We Can Help

Structured by discipline. Shaped to your programme.

These are representative artefacts from our delivery playbooks, tailored, added to, or trimmed to fit each client’s governance model and what the programme actually needs.

Find the value 3 shown
  • AI opportunity assessment: scored use case portfolio with value and feasibility
  • AI strategy and adoption roadmap sequenced by value and risk
  • Value case per use case with baseline metrics and benefit owners
Govern from the first pilot 6 shown
  • AI governance framework aligned to ISO/IEC 42001 and the Australian Guidance for AI Adoption
  • AIMS readiness assessment and certification pathway (ISO/IEC 42001)
  • Regulatory horizon brief: Australian mandatory AI standards and obligations relevant to your sector, kept current
  • AI risk assessment per use case with proportionate controls
  • Human oversight and accountability protocol with named decision owners
  • AI use policy and acceptable use standard for the workforce
Engineer it properly 5 shown
  • Model and system cards documenting purpose, data, limits, and performance
  • Evaluation harness with acceptance thresholds for models and agentic systems
  • Bias, safety, and robustness testing reports
  • Vendor and foundation model evaluation with commercial and risk analysis
  • Prompt, retrieval, and agent design standards for generative systems
Take it to production 4 shown
  • Pilot-to-production pathway: architecture, data contracts, support model
  • Production deployment with MLOps/LLMOps pipeline and rollback capability
  • Monitoring and drift detection with alerting and retraining triggers
  • AI incident response and escalation procedure
Embed and keep score 4 shown
  • AI register: every system, owner, risk tier, and review date in one place
  • Workforce capability programme: role-based AI skills and safe-use training
  • Adoption and value dashboard tracking usage, quality, and benefit realisation
  • Quarterly AI portfolio review with kill, scale, or hold recommendations

This is a representative set. If what you need is missing here, ask us.

The Precision Difference

Why boards choose us for this work

We run on our own tooling

We use this tooling on our own programmes every day, which is why the advice is practical. AI sharpens senior judgement, and a named person stays answerable for every consequential output.

Governed before the rules tighten

Frameworks align to ISO/IEC 42001, the Australian Government’s Guidance for AI Adoption, and the mandatory standards arriving in 2026. Controls are sized to the risk of the use case, so adoption stays defensible without blanket bureaucracy.

Honest about where AI does not belong

Every candidate use case is tested against a value case and a feasibility read, and weak ideas are killed early. Pilots ship with evaluation harnesses and a defined path to production, so proofs of concept stop dying in the lab.

Senior only. Fiercely independent. 94.3 per cent on-budget across AU$2.3 billion governed since 1996.

What we do

Applied AI Enablement

We pursue AI only where it serves the outcome. We identify where applied AI changes the economics of a process or a programme, then design, build, and embed it, from machine-learning risk scoring and claims triage to automated executive reporting and decision support.

Because AI runs through the way we deliver, we bring the same tooling to your organisation that we use on our own programmes, sharpening senior judgement rather than replacing it.

Data and Applied AI

Part of the Precision practice, led by senior practitioners who have delivered it before.
Download our Applied AI Enablement service outline. One page. Approach, deliverables, and sector depth. PDF.

AI opportunity assessment

Where AI changes the economics, and where it does not belong.

AI-enabled delivery tooling

Scheduling, risk analytics, and executive reporting, augmented by AI.

Decision-support and triage

Machine-learning classification where speed and accuracy pay.

Responsible AI governance

Adoption that is defensible, explainable, and safe.

Capability and adoption

The skills and change to make AI stick in the organisation.

Impact and Outcomes

Spotlighting some of our Applied AI Enablement impact

Ready to Engage?

Talk to us about
Applied AI Enablement

Initial conversations are confidential and without obligation.

If you are under pressure to adopt AI and equal pressure to prove it is safe, defensible, and worth the money, this is the conversation to have before the first pilot ships.

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