WORK WITH US / Lone Outliers Labs
Work directly with founder Liam O’Neil on software, workflow automation, data tools, or applied AI experiments. Healthcare is one area of expertise within a broader development practice.
Applied AI & audio workflows
Connect existing models and tools, adapt a workflow, and make its inputs and evaluation steps explicit. Current work includes custom SideStep development and ACE-Step integrations for audio training and model adaptation.
Explore AI & Audio work →Software & workflow automation
Map the decisions, people, and constraints behind a recurring workflow. Turn that understanding into a focused tool, with the reasoning visible to the people using it.
See the scheduling case study →Data tools & analysis
Structure a difficult dataset or literature question into something a team can understand. Make comparisons, assumptions, and uncertainty part of the result.
Explore the antibiogram demonstration →Research & evidence communication
Turn a clinical or healthcare-technology question into an evidence review and a visual explanation, shaped around the audience and the decision they need to understand.
Explore the communication portfolio →HOW THE WORK TAKES SHAPE
A clear scope makes the work useful and the outcome reviewable.
Who uses it? Where does it break down? What would make a meaningful difference?
Set deliverables, data access, success criteria, timing, and fees before implementation.
Evaluate the prototype together, document the findings, and decide the next step.
A FEW PRACTICAL ANSWERS
A description of the problem, the people it affects, and what a useful outcome would look like. A de-identified example can help; please keep patient and confidential information out of the inquiry.
Engagements are scoped around your problem. The public demos show methods and working prototypes. Production use needs its own validation, security review, integration work, and support agreement.
Yes. Lone Outliers Labs welcomes collaborations across software, applied AI, audio, analytics, and healthcare. For hiring opportunities, tell us about the team and where founder Liam O’Neil’s experience could contribute.
After we understand the scope, dependencies, and deliverables. Those terms are agreed before project work begins.
LET’S START WITH YOUR QUESTION
