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AI Agents Need Approval Gates Before They Need Autonomy
Autonomous AI agents are becoming practical, but organisations should design approval gates, permissions and evidence trails before granting action rights.
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AI Upskilling Will Fail If HR Does Not Redesign the Work
Training people to use AI is useful, but HR also needs to redesign roles, capability frameworks and quality controls around changed work.
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From Voluntary AI Guardrails to Audit Evidence
Australia's voluntary AI guardrails only become useful when GRC teams translate them into control objectives, artefacts and assurance tests.
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Prompt Libraries Make WC AI Safer Only When Human Review Comes First
A practical SRC Act article on de-identification, placeholder prompt libraries, file-note drafting and human review controls for workers compensation communications.
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Small Models, Edge AI and the Next Governance Blind Spot
As AI moves into devices, business apps and smaller specialised models, organisations need governance that looks beyond frontier models and public chatbots.
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Workplace AI and Privacy: The Trust Test HR Cannot Outsource
AI productivity tools can reshape workplace data collection, monitoring and employee trust. HR needs a privacy-first governance model before adoption scales.
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AI News
The latest model releases, policy developments, and industry shifts, curated for professionals.
WC & AI
AI applications in workers compensation under the SRC Act and Comcare scheme.
GRC
AI governance and regulatory developments for compliance and risk professionals.
Learning Hub
Practical guides, tutorials, and deep-dive courses on the Acts and standards that govern your work.
AI comparison table
Five leading AI tools, scored honestly.
Every major tool rated across pricing, features, and real-world use cases. Updated when something actually changes, not every time someone ships a demo.
Anthropic
OpenAI
Perplexity AI
AI Readiness Assessment
Find out where you actually stand, and exactly what to do next.
Two ways in. Take the quick check for an at-a-glance read on your role's AI maturity, or unlock the full assessment for a deeper diagnostic, a 90-day plan, and a Personalised Prompt Pack.
Quick check (15 questions)
A 5 minute pulse on your role's AI readiness. Tier badge, one to two prompts, downloadable PDF. No email needed.
Start the quick check →Free, deeper diveFull assessment (~25 questions)
A complete diagnostic across four dimensions. Radar chart, 90 day action plan, three to five prompt Personalised Prompt Pack with full setup, risk and rubric notes.
Start the full assessment →Workers Compensation & AI
Where AI meets the SRC Act, written peer-to-peer.
Practical guides, governance explainers, and ART case-law briefings. Written peer-to-peer for case managers, claims officers, and scheme advisors. Educational only, never legal advice.
Leveraging AI to assist dissecting the SRC Act Review.
A practitioner workflow for employers to dissect the December 2025 SRC Act Review with AI tooling, end to end.
The De-Identification Toolkit for Case Managers Working With AI.
A practical de-identification framework for claim narratives before any retrieval call leaves your perimeter.
AI Tools in Workers Compensation Claims.
Where AI adds value, where the risk sits, and what governance every case manager should expect from a vendor.