Enterprise AI that answers from your data, and proves every word.
Avonsn builds vertical operating systems for healthcare, education, and financial services — powered by open-source models you run privately, on-premises or fully air-gapped. Our multi-agent core turns plain-language questions into code-verified queries across your documents, systems, and databases.
The organizations with the most to gain from AI can least afford to hand over their data.
Hospitals, universities, banks, and insurers hold some of the most sensitive data there is. The mainstream answer — ship it to a model you can't see and trust whatever comes back — is a non-starter when the records are patients, students, and balance sheets. Avonsn removes the trade-off: keep the data where it is, run the model beside it, and return answers you can check.
Public, black-box AI
- Your data leaves your environment to be processed by a third party.
- Answers are generated, not grounded — you can't trace where they came from.
- A single external API you don't control sets the cost, limits, and rules.
- A generic model that has never seen the language of your field.
Sovereign, verifiable AI
- Data stays in your estate — on-premises, private cloud, or air-gapped.
- Every answer is a code-verified query, traceable back to its sources.
- Open-source models you can host, inspect, and tune — with no lock-in.
- Domain-tuned agents that speak the language of your sector.
One core. Two vertical operating systems.
Avonsn Grid is the agentic foundation. Care Sense and Prism Sense are vertical operating systems built on top of it for healthcare and education — with financial services served directly on the Grid.
Avonsn Grid
The multi-agent core that turns plain-language questions into code-verified queries across your documents, systems, and databases.
Explore Avonsn GridCare Sense
Ambient clinical intelligence that converts clinician conversations and reports into structured medical data, aligned with standard clinical vocabularies.
Explore Care SensePrism Sense
A suite for curriculum management, student evaluation, and learning-content generation on infrastructure your institution controls.
Explore Prism SenseOne core. Every layer of your operation.
A single agentic core sits beside your data and powers each vertical product. Your documents, systems, and databases stay inside your environment — nothing has to leave for the platform to work.
How the Grid thinks.
A request becomes an answer through a chain you can audit — from a plain-language prompt to a cited, code-verified result.
Ask in plain language
Someone asks a question the way they would ask a colleague — no query syntax, no dashboard to configure.
Decompose with agents
A multi-agent planner breaks the request into steps and decides which sources and tools each one needs.
Generate a verified query
Agents express the request as code, not free text, so it can be checked before it ever runs.
grid.query(["emr","docs"])
.where(flagged=True)
.verify()
Run inside your estate
The query executes across documents, systems, and databases where your data already lives.
Return a cited answer
The answer comes back grounded in your sources and traceable to each one — verifiable, not a guess.
Not an answer to trust. An answer to check.
Ask in plain language. Avonsn compiles your request into a query in code, runs it against your own sources, and hands back a result that points to exactly where every figure came from.
- Plain language in. No query syntax, no dashboards to wire up.
- Code-verified query out. Compiled, checkable, and auditable.
- Grounded results. Every figure cites the source it came from.
- Zero egress. The whole exchange happens inside your estate.
Built for sovereignty, designed for trust.
The platform is engineered around a single idea: powerful AI should run where your data lives, and every answer should be something you can verify.
Data sovereignty
Your data never leaves your estate. Deploy on-premises, in your private cloud, or fully air-gapped — inference and storage stay under your control.
Code-verified answers
Agents generate queries in code, not free text. Every result is grounded in your sources and traceable back to where it came from.
Open-source core
Built on open-source large language models you can inspect, host, and tune — with no dependence on a single external API.
Native integration
Connect the documents, systems, and databases you already run, through a proprietary agentic layer that fits your existing stack.
Domain-tuned agents
Configure agents for document understanding, data intelligence, and workflow automation, tuned to the language of your sector.
Air-gapped ready
Run in isolated, network-restricted environments for the most sensitive clinical, academic, and financial workloads.
Runs where your data lives.
Choose the deployment model your security posture demands. The capability is the same; only the perimeter changes.
On-premises
Install entirely within your own data centre, behind your firewall, on hardware you operate.
Private cloud
Run in your own cloud tenancy — your account, your keys, your network boundary.
Air-gapped
Operate fully offline in network-restricted environments for the most sensitive workloads.
Document understanding
Parse and reason over contracts, records, and reports across formats.
Data intelligence
Query structured and unstructured sources together — grounded and traceable.
Workflow automation
Trigger and chain actions across systems, only once a result is verified.
Built for institutions that can't hand over their data.
From hospitals to universities to banks, Avonsn runs inside the environments where the most sensitive data already lives — not in someone else's cloud.
Care Sense in the clinic
Clinician conversations become structured, coded medical data — without a single record leaving the hospital's own systems.
Prism Sense on campus
Curriculum, evaluation, and learning content generated on infrastructure the institution controls — student data stays put.
Verifiable financial ops
Document understanding and cross-system intelligence for regulated work — every answer code-verified and traceable to source.
Powerful AI shouldn't mean giving up control of your data — or taking its answers on faith. It should run where your data lives, and prove every claim it makes.
That conviction shapes every part of Avonsn: open-source at the core, private by deployment, and verifiable by design.
Access is limited by design.
We are onboarding a select group of organizations across healthcare, education, and financial services. Request access to scope a private deployment with our team.