Operations that hold together
Connect staffing rules, coverage, and capacity in a tool your team can inspect and use.
Workflow map → constraint model → working prototype
LONE RX ANALYTICS / PHARMACY × SOFTWARE
Better systems.
More room for care.
Founded by Liam O’Neil, PharmD, Lone RX turns frontline pharmacy experience into clear, testable software for teams ready to work better.
Wisconsin pharmacist · UW–Madison PharmD
Clinical context. Hands-on engineering.
CLINICAL CONTEXT.
ENGINEERING INTENT.
Clinical analyticsRisk-model comparison
Health-system trainingEpic & interdisciplinary care
Chapter leadershipBudgets, people, projects
Explore the background ↗BUILT TO BE USED
Put the thinking
to the test.
One staffing change can affect an entire pharmacy day. Try a Saturday call-out and see how the model handles the dependency.
Explore all three working demos →THE WORK, IN ACTION / 01INTERACTIVE
Pharmacy Scheduler LROOne absence.
One absence.
Two coverage decisions.
WEEK COVERED100%
ASSIGNED152h
OPEN SHIFTS00
FriRPhAveryTechCasey
SatRPhJordanTechSam
SunRPhJordanTechSam
WHY
Explore the full week The baseline covers every required shift. Change Saturday to see the dependency.
Fictional staff. Real constraint logic.
THE MISSION
Make better care
easier to deliver.
Lone RX Analytics brings pharmacy judgment and practical software together to make better care easier to deliver. We build clearer decisions, stronger workflows, and more room for the people behind the care.
HOW WE CAN HELP
Bring the problem.
Build the right tool.
Focused engagements that connect the people doing the work with the software supporting it.
Data that supports a decision
Turn scattered results into a clear view of the evidence, the trade-offs, and the next question.
Data review → analysis → decision-focused dashboard
An idea you can put to the test
Make the uncertain part tangible. Build a focused prototype and evaluate it against the real workflow.
Technical discovery → prototype → validation & handoff
SELECTED WORK / THREE LENSES
Open it. Change it. See what happens.
Operations, clinical data, and signal processing. Each project exposes a different part of how I build and test.
Pharmacy Scheduler LRO
A constraint-aware scheduling system built around coverage, availability, labor limits, cross-store conflicts, and manager review.
Workflow designOptimizationExplainability
19 iterations · 249 documented checks · human-reviewed output
Independent development project informed by community-pharmacy workflows; manager-reviewed output.
Read the case studyAntibiogram Machine
A transparent susceptibility explorer and rules-engine prototype designed to make data lineage, coverage assumptions, and limitations visible.
PythonSQLiteData visualization
30 documented development cases · inspectable synthetic-data explorer
Educational portfolio software only. The public explorer uses synthetic data and does not recommend treatment.
Open the interactive demoLoneHeart
A camera-based rPPG research demo that traces color changes through signal extraction, quality checks, and pulse estimation. Try a known synthetic signal before opting into a camera.
Signal processingBrowser APIsPrivacy by design
POS + CHROM cross-check · local processing · explicit quality gates
Not a medical device or diagnostic tool. Synthetic recovery tests do not establish accuracy on people.
Open the interactive demoTHE EVIDENCE / THE EXPLANATION
Good ideas need
to reach people.
Medical literature, translated into visual explanations. Explore how Liam connects clinical evidence, careful interpretation, and communication.
Healthcare technology
The time an AI scribe gives back
Explore the review →
Evidence interpretation
Seven days, with the right context
Explore the review →
Pharmacy systems
Access is part of the treatment
Explore the review →See all six communication selections →
Original illustrations by Liam O’Neil, PharmD, created with AI assistance.
THE PERSON BEHIND THE WORKLiam O’NeilPharmD
Pharmacy practice → operational questions → working prototypes.
More about my background →FOUNDER / PHARMACIST / SOFTWARE BUILDER
Meet the pharmacist
behind the work.
I grew up on the North Carolina coast and found my professional home in Wisconsin pharmacy. Today I work as a community pharmacist, where patient conversations and practical problem-solving shape the questions I bring to software.
Lone RX brings that experience together with clinical analysis, engineering curiosity, and the habit of building something I can test.
Meet the founderA BETTER WORKFLOW STARTS WITH A CONVERSATION