Investment Research Platform
An investment team needed a more consistent way to gather and reuse research spread across several systems.
I learned how the analysts worked, then built screening, reporting, and data-access tools around that workflow. I also connected the tools to interfaces the team already used.
Analysts can reach screening, reporting, and connected research through their existing workflow. The work continues as new use cases are added.
Production ML Pipeline Assessment
A lending company wanted an outside review of a production ML workflow that made model changes slow and required repeated engineering work.
I interviewed the data science and engineering teams, traced a representative change through the system, and documented the current workflow and its bottlenecks.
The team received a sequenced implementation plan explaining what to change, why, and what to address first.
Document Generation System
A healthcare technology company needed a reliable way to turn complex source documents into structured, reviewable output.
I combined AI-assisted extraction with conventional software for repeatable document assembly, then built tests against expert examples.
A scoped assessment became an implementation project. The client gained a reproducible document workflow and a way to measure output quality.
AI-Assisted Development Rollout
An engineering team wanted to make AI-assisted development more consistent across the group.
I coached engineers in their own codebases and built shared documentation and tooling that gave AI systems better project context.
The team adopted the practices, began sharing them internally, and continued extending the tooling.
Predictive Scheduling Model
A logistics technology company wanted scheduling predictions running live inside their product.
Trained a combined set of models on historical data, tested it against past outcomes, and deployed it as a live service the product could call.
The predictions moved from offline analysis into the live product, where the application could request them in real time.
Applied AI Workshop
A healthcare organization wanted practical AI training built around the team's actual work.
I developed and ran a hands-on session with supporting exercises and follow-up materials.
The engagement produced a tailored working session, exercises, and follow-up materials.
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