Research-led infrastructure for private, accountable AI
MLNavigator builds adapterOS for teams that must run AI locally and retain clear operational records.
We design for privacy, safety, and accountability in controlled or disconnected environments.
What we do
Private-by-default deployment
Run models on your hardware. No cloud dependency.
Reviewable operations
Generate structured operational records that connect context, configuration, and outputs.
Governed operations
Policies, lifecycle controls, and retained records that reviewers can inspect.
The Research Group
- The technical core of the company. Research drives the product, not the other way around.
- Publishes research notes, market context, and operating guidance.
- Public materials frame the problem space while private technical work advances the product.
Built for privacy, safety, and accountability
Privacy
Data stays local. No third-party model endpoint required.
Safety
Controlled execution and policy gates reduce accidental misuse.
Accountability
Operational records show what ran. They do not claim the output is correct.
Evidence helps reviewers make decisions. It does not replace judgment.
Environmental impact, treated like a system constraint
- Measure and report compute cost per run using Joules-per-token methodology.
- Support smaller, local models when appropriate.
- Enable offline workflows that reduce unnecessary retransmission and duplication.
Who it’s for
Teams
- Security and compliance teams
- Research and engineering teams
- Operators in regulated or proprietary environments
Industries
- Critical infrastructure
- Manufacturing
- Healthcare
- Finance
- Public sector and defense
Leadership
James KC Auchterlonie
Engineering and architecture
Donella D Cohen
Product and operations
Funding and validation
Non-dilutive grant funding supporting deployment tooling and compliance documentation.
Structured customer discovery focused on regulated operator needs and offline infrastructure requirements.
Conversations with security, compliance, and operations stakeholders informed product scope and deployment priorities.
MLNavigator Inc. is a Delaware C-corporation.