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Insights & Updates

The latest news, product updates, and perspectives on enterprise AI orchestration from the Cetus AI team.

LinkedIn  ·  Regulatory Compliance
How Songlines Control® Closes APRA's AI Governance Gaps
APRA identified four critical gaps in how Australia's banks, insurers and super funds are managing AI risk — and warned enforcement action will follow. This 11-page brief maps each gap to the specific Songlines Control® capabilities that close them.
May 2026  ·  CetusAI on LinkedIn  ·  11 pages
White Paper  ·  Government
Governing AI in Queensland Government: Closing the Gaps Identified by the QAO
The Queensland Audit Office found critical AI governance gaps across government entities. This white paper maps each QAO finding to the specific Songlines Control capabilities that close them — from AI inventory to transparency and contestability.
May 2026  ·  White Paper  ·  5 pages
White Paper  ·  Regulatory Compliance
Shoring up AI Governance: Closing the Gaps in ASIC's REP 798
ASIC's 2024 review found 23 AFS licensees with dangerous AI governance gaps. This white paper maps each of ASIC's eight findings to the specific Songlines Control capabilities that close them — from AI inventory to third-party model risk.
May 2026  ·  White Paper  ·  11 pages
Technical Guide  ·  Compliance
The Anatomy of an Immutable AI Audit Trail
Why standard logging is insufficient for AI compliance, and how to build a cryptographically verifiable audit trail that satisfies IRAP, APRA, and ISM requirements.
May 2026  ·  6 min read
Analysis  ·  Cost Optimisation
Stop the Token Bleed: How to Implement Real-Time AI Cost Tracking
An analysis of how token consumption scales in enterprise AI, the primary drivers of cost overrun, and architectural strategies for real-time AI cost management.
May 2026  ·  5 min read
Technical Guide  ·  Data Security
Inline PII Redaction: Securing Prompts Before They Reach the Model
How to mathematically guarantee that sensitive customer data never leaves your enterprise perimeter, even when using public AI models like GPT-4 and Claude.
May 2026  ·  5 min read
Perspective  ·  Risk
The Hidden Cost of Shadow AI: Why Your IT Team Needs a Control Plane
Employees are using AI tools your IT team has never approved. The risk is not just data leakage — it is the systematic erosion of your compliance posture.
May 2026  ·  6 min read
Perspective  ·  Sovereignty
Sovereign AI is an Operating Model, Not a Hosting Claim
True AI sovereignty is not achieved by choosing an Australian data centre. It requires a governance framework that controls data flow, enforces policy, and produces verifiable evidence of compliance.
May 2026  ·  7 min read
Technical Guide  ·  Government
How to Architect an IRAP-Ready AI Deployment in Australia
A step-by-step technical guide to designing an AI deployment that satisfies the Australian Signals Directorate's Information Security Registered Assessors Program requirements.
May 2026  ·  8 min read
Sovereign AI Is an Operating Model, not a Hosting Claim
LinkedIn  ·  Perspective
Sovereign AI Is an Operating Model, Not a Hosting Claim
The market is moving toward governance. The organisations that will lead are the ones that treat sovereignty as an operating discipline rather than a marketing claim — and that have the tooling to prove it.
3 May 2026  ·  CetusAI on LinkedIn
Product Update
Announcing Songlines Control® v1.2
Real-time agent governance is now generally available, bringing sub-5ms latency enforcement to autonomous AI workflows across enterprise deployments.
March 15, 2026 · 4 min read
Perspective
Why Pre-Deployment Safety Isn't Enough
Red-teaming and fine-tuning are critical, but they cannot anticipate every runtime interaction. Why enterprise AI needs a dynamic control layer in production.
February 28, 2026 · 6 min read
Company News
Cetus AI Achieves IRAP Assessment Readiness
A major milestone for our Sovereign-First architecture, enabling secure deployment for Australian government agencies and critical infrastructure operators.
January 10, 2026 · 3 min read