We train AI models on the legislation, standards, and codes of practice that industry professionals are held accountable to. Domain expertise, grounded and trustworthy.
The Landscape
Every industry has its own language, its own obligations, and its own fine print. The legislation, standards, and codes of practice that govern regulated industries carry real complexity. The people working with this material carry the accountability for getting it right.
There's no shortage of AI tooling arriving across organisations right now. What's harder to find is technology anchored to the specific detail of your industry. Built with the depth and care that regulated work requires.
Depth of Knowledge
Many of today's custom agents are powered by a model. That model is what determines the quality of every answer, every recommendation, every decision it supports. Most models are trained for breadth, covering many fields with broad, general knowledge.
Provena trains for depth. The relationships between concepts are learned directly from the material itself: how provisions interact, where exceptions apply, which obligations cascade into others. The understanding is structured, dense, and grounded.
The practical difference is this. A broad model can answer the question you asked. A specialist model understands the landscape well enough to see what questions are missing.
prov·en·ance
noun
the place of origin or earliest known history of something.
A Trained Model
Provena trains models on authoritative material: the legislation, standards, codes of practice, and guidelines that govern how industries operate. Practitioners learn their industry by interrogating this material. By questioning it, testing their understanding, building a sense of how provisions interact and where the exceptions sit. A Provena trained model learns the same way.
The material can be publicly available industry regulation, standards, and codes that apply across an entire sector. It can also be your organisation's own policies, procedures, and internal guidelines. We work with both, separately or together.
Deploy it wherever your governance requires. On our infrastructure, on yours, or within an air-gapped environment. Data sovereignty means the material stays contained, the model stays under your control, and the full training process is auditable from end to end.
Your governance requirements define the deployment. We build to them.
Assurance
We have our own quality framework, and it's extensive. But every organisation has its own expectations for how technology is validated. We work with you to define what assurance looks like: the metrics, the traceability, the transparency. Our framework adapts to your requirements.
Every training data set is verified against the original material. The process, the methodology, and the results are documented and auditable. Your people can gauge the quality at every step, from design through deployment and beyond.
Next Steps
The material, the use cases, the security and governance needs. We start by understanding the full picture before anything gets built.
Comprehensive, expert-level training data sets, built from the authoritative material and verified against it before anything enters the training process.
The model is fine-tuned on your material, tested, and refined until it meets the quality standard we've set together.
On our infrastructure, on yours, or within an air-gapped environment. The model goes where your governance requires.
When legislation changes or standards are updated, we retrain. Your model stays current because your material stays current.
About Us
Provena is founded by a business technologist with three decades of experience across Australia's regulated industries, spanning operations management, risk and regulatory program delivery, and enterprise technology. That breadth of experience is why Provena exists: we understand the material, the people who rely on it, and the technology that needs to get it right.
When you work with Provena, you work directly with the people building your model. We commit to understanding your industry landscape, we take responsibility for the quality of our work, and we explain everything in plain language.
Get in Touch
Whether you're exploring what Provena could do or you're ready to get started, we'd welcome the chance to talk through your needs.