Data Quality stories
Most Australian executives want AI to pay back within a year, but weak data governance is already slowing deployment and hiding errors.
Most Australian executives still lack the data controls needed to trust AI in reporting, even as 95 per cent expect a return within a year.
Concerns that AI will wipe out software-as-a-service providers are easing as firms use it to improve products, workflows and margins.
New research suggests finance chiefs are being held to account for strategy while lacking the authority to deliver it, with only 55% reporting high control.
Accuracy can still slip when similar records are nearby, leaving AI systems to answer from the wrong source despite finding the right document.
Without stronger governance and clear accountability, most AI pilots will struggle to reach production or deliver real business value.
The gap between workplace AI use and employer oversight is widening, with a Personio survey finding 26% of UK staff use it without permission.
The first Gartner Magic Quadrant for product information management could boost buyer confidence as retailers race to keep product data accurate across channels.
Yet manufacturers are using only about 45% of the data they collect, slowing efforts to turn AI pilot projects into wider operational gains.
Australian and New Zealand finance teams could cut manual close work as NetSuite rolls out AI tools, but only if data and controls are ready.
Only 26% of IT decision-makers say they can resolve conflicts across AI agents, exposing a readiness gap as firms expand deployment.
Many ANZ firms lack the data governance and integration needed to prove AI is lifting productivity, costs or customer experience.
International buyers will judge Chinese healthcare data vendors on provenance, privacy and auditability, not low prices, as trust becomes the real test.
Enterprises could cut misleading AI replies as the beta tool checks conflicting product and customer knowledge before answers reach users.
Mobile verification can cut onboarding friction for banks while strengthening fraud checks and compliance as customers expect account opening in minutes.
The renewal gives Jaguar Land Rover continued access to Aiimi's Workplace AI platform as manufacturers seek better control of legacy data before wider AI rollouts.
Despite weak data foundations, 65 per cent of local organisations are already running AI projects, while many cannot measure success effectively.
Most transport and logistics operators plan bigger AI budgets next year, as 90% say returns have met or exceeded expectations despite readiness gaps.
Businesses were urged to fix data, processes and governance first, as AI in ERP was shown to depend on stronger operational basics.
Cleaner customer records can cut undeliverables, reduce wasted marketing spend and help retailers deliver smoother holiday orders and campaigns.