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Systems in production.

Real production systems across healthcare, manufacturing and fintech. Outcomes, not adjectives.

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Healthcare · Founder

The pharma founder who needed investors to believe the science

Predicting drug bioequivalence from messy clinical PDFs, starting from a HIPAA foundation.

5.0 on Clutch
Situation

GenRx had a bold idea: predict drug bioequivalence from messy clinical PDFs. But an idea isn't an architecture, and investors fund what they can see.

Stakes

They needed to walk into a funding round with a secure, working AI architecture, not a slide.

The turn

We started with the foundation, a HIPAA-aligned environment on AWS, before a single prediction ran.

What we built

An engine that reads unstructured clinical PDFs (NLP), predicts the key pharmacokinetic metrics (PyTorch), investor-ready.

Outcome

5.0 / 5.0 on Clutch, quality, schedule, cost.

Takeaway

In regulated domains, the model is the easy part. The architecture that makes it safe and credible is the product.

Python · NLP · PyTorch · HIPAA-aligned AWS
Manufacturing · Operations

The car factory still picking parts on paper

A high-volume assembly line that still picked parts by hand off paper lists.

Sub-second
Security · Investor MVP

The security agent that worked in the demo, and broke in the real world

A macOS compliance agent that ran fine interactively, but wasn't something they could ship.

Zero scope creep
Fintech · Flagship Sprint

One API over many gateways, without pulling the whole app into PCI scope

A US gateway provider drowning in bespoke processor integrations.

3+ gateways, one API
Manufacturing · Flagship Sprint

From reactive to predictive, on systems actually live in production

A US B2B services operation running on disconnected systems with no single source of truth.

30% / 15%
Fintech · Investtech

When matchmaking lived in a few people's heads

A Singapore innovation ecosystem matched startups to investors by hand.

Multi-tenant
Healthcare · Named reference

Scaling remote care without scaling the overhead

TELEMED2U needed to scale remote care, but consultations were inefficient and costs were climbing.

+60% · −40% · −20%
Healthcare · Flagship Sprint

One records platform across a growing clinic network

A clinic network running on siloed records that couldn't keep up as it grew.

4 clinics · ~300/day