AI solutions built for your business. Connected systems that simplify operations. Technology that supports your next stage.
Web applications, connected systems and practical AI for Australian business.
SOFTWARE THAT FITS YOUR BUSINESS
Connect your systems.
Simplify the work.
Build the application you need, connect the tools you rely on and use AI to reduce repetitive work.
Start with the real problem
Map the process, understand where work gets held up and agree what a successful outcome looks like.
Make your systems work together
Connect applications such as Microsoft 365, Xero and MYOB so information moves between teams without being entered twice.
Keep improving after launch
Plan for maintenance, documentation and handover from the start. Set clear responsibilities for the software your team will use every day.
The thinking behind reliable software
Explore the decisions behind useful applications, connected operations and responsible AI.
“Start with the task a person needs to complete. Build accessible screens, clear validation and dependable business rules around that journey.”
Application engineering, Useful from the first interaction, Knowledge
Start with the task a person needs to complete. Build accessible screens, clear validation and dependable business rules around that journey.
Application engineeringUseful from the first interactionA working stack, selected for your constraints.
- Python
- PyTorch
- TypeScript
- PostgreSQL
- pgvector
- OpenTelemetry
- Docker
- Kubernetes
- FastAPI
- LangGraph
- Transformers
- ONNX
- vLLM
- Ray
- MLflow
- DVC
- Redis
- Qdrant
- OpenSearch
- Airflow
- dbt
- Parquet
- JSON Schema
- Pydantic
- Temporal
- Kafka
- OAuth 2.0
- OpenAPI
- GitHub Actions
- Grafana
- Prometheus
- Argo CD
Useful AI. Connected to your business.
Built for connected business
Disconnected tools
- An answer cites an outdated policy.
- A retrieval result bypasses document permissions.
- A tool retries a completed action.
Connected solutions with
Cobnex
- Check source freshness and citations.
- Enforce access before retrieval.
- Validate actions and make retries safe.
The right delivery model for your project
Clear scope, AUD proposals and agreed support responsibilities.
AI that holds up in real workflows.
Retrieval permissions, source citations, agent tool access and approval steps for AI in everyday work.
Search results must respect the person asking
A knowledge assistant needs the same access boundaries as the documents behind it. Here is how to place those checks without making the model responsible for security.
Read articleGive an agent a small tool, not an administrator console
A useful agent capability describes a business operation with clear limits. General administrative access makes mistakes harder to contain and results harder to explain.
Read articleAn approval should authorise one exact proposal
A reviewer needs to approve the action that will actually run. Tie the decision to a saved target, payload and version so later changes cannot inherit it.
Read articleA better demo is not an evaluation dataset
A handful of polished examples can show what an assistant might do. A useful evaluation set shows where it works, where it fails and what those failures mean.
Read articleBuilt for your operating environment
Architecture, delivery, and handover shaped around the systems your team actually owns.
Ship changes your team can trust
Version code, infrastructure and AI configurations together. Test every release, record acceptance evidence and keep a reliable rollback path.
Connect software to the work
Connect portals, service desks and accounting through typed APIs. Preserve permissions, reconcile records and give exceptions a clear owner.
Give AI the right boundaries
Connect agents through approved MCP tools, validate each request and require approval for sensitive writes. Keep business records protected and actions traceable.
Make automation inspectable and recoverable
Connect business rules, APIs and AI through bounded tasks. Use checkpoints, budgets and human review to recover safely from failed runs.
Bring the challenge. Let’s build the solution.
A new web app, a better integration or practical AI. Let’s define the right solution for your business.