Services for Australian teamsA production path shaped around your use case.
Whether you are deploying clinical decision support or a financial model, we start with intended use, data movement and operating ownership. Regulatory classification and legal obligations remain with your organisation and advisers.
01 / DiscoverRecommended first step
MLOps Readiness Audit
Find the architectural, data and workflow gaps between a working model and a dependable service before starting a build.
- Model, data-flow and infrastructure review
- Australian privacy and cross-border questions for your team
- TGA evidence considerations if the product is a regulated device
- Prioritised roadmap, scope and acceptance criteria
Best forHealthtech or financial teams planning a first production release.
02 / BuildCore deployment
Cloud model deployment
Turn the model into a managed, reproducible service in your approved cloud environment, with controls that fit your data and operating model.
- Containerised inference and CI/CD pipeline
- Access, encryption, secrets and audit logs
- Data-location choices based on contract and privacy needs
- Staging, rollback tests and operating runbook
Best forProducts moving from an experiment to customer or clinical use.
03 / ScaleMulti-model project
Governed model portfolio
Set consistent release and monitoring patterns across multiple models while retaining model-specific validation and change evidence.
- Shared model registry and versioning
- Review and approval checkpoints
- Subgroup and drift monitoring design
- Evidence pack and team handover
Best forTeams with several live or near-live ML use cases.
04 / OperateOngoing retainer
Monitoring & maintenance
Establish the feedback loops to spot performance degradation and manage changes after launch, with named owners and escalation paths.
- Availability and data-quality alerts
- Drift, performance and subgroup review
- Incident response and rollback playbooks
- Documented improvements and change history
Best forTeams that need stable operations and ongoing model review.