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Jay

Work

Selected work

A short list of meaningful threads. Not a catalogue of every engagement. Outcomes where they are public. Restraint where they are not.

2024 · Company

Journai

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An AI and software studio building systems for businesses where generic tools fall short.

The problem

Many teams need more than off-the-shelf software. They need systems shaped around how their work actually runs.

What was built

Custom AI integrations, product MVPs, automation, and long-term technical partnerships through Journai.

Why it mattered technically

The hard part is rarely the model. It is framing the problem, wiring real systems, and shipping something people will trust.

01 / 04

2025 · Health technology

Journai Health

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A clinical intelligence venture focused on longitudinal patient context, interoperability and explainable AI.

The problem

Healthcare has plenty of data. The harder problem is assembling it into a clear, reviewable patient story.

What was built

A FHIR-oriented platform direction for longitudinal clinical views, source-linked review and clinician-controlled workflows.

Why it mattered technically

Responsible healthcare AI means preserving verification paths, clinical oversight and governance from day one.

02 / 04

2024 · Selected work

Custom AI systems

Practical AI tools for professional services and SaaS teams that needed more than a chatbot wrapper.

The problem

Teams wanted AI inside existing workflows, connected to real documents, data and operational constraints.

What was built

Custom tools, automation and product prototypes spanning law, SaaS and professional services contexts.

Why it mattered technically

Useful AI usually lives between systems: messy data, permissions, edge cases and human review.

03 / 04

Earlier · Foundation

Bioinformatics & software

A year-long placement working on healthtech and bioinformatics software that shaped later product direction.

The problem

Biological and clinical information is dense, uneven and easy to misrepresent if the software is careless.

What was built

Software and data work across bioinformatics and health technology environments.

Why it mattered technically

It taught a lasting instinct: stay close to the domain before reaching for clever technology.

04 / 04

Selective collaboration

I take on a small number of projects through Journai when the problem is interesting and the fit is clear. If that sounds like you, say hello.

Let's talk