CatalystTailor-MadeMachine Learning Systems
Custom intelligence and decision systems for teams that need leverage from their data, not off-the-shelf tools.
See Our WorkWho We Are
Catalyst is a boutique ML studio. We embed with a small number of clients per year, learn their operations end-to-end, and build the systems that turn their data into a competitive edge.No slide decks, no generic dashboards, no off-the-shelf tools.
Our Process
Discover
We start with the operators; understanding the problem in their words before touching the data.
Scope
A fixed first-phase deliverable, measurable against your current process. No open-ended pilots.
Build
Models and pipelines developed against real workflows, validated in recurring review cycles with your team.
Deploy & Iterate
Integrate into existing operations, train your team, and refine alongside them as the data evolves.
Selected Work
Pattern Discovery
Healthcare
Multi-stage ML pipeline that surfaces patterns buried in high-volume operational data. Output engineered to be explainable, auditable, and defensible to a domain expert reviewing it.
Documents to Decisions
Distribution
Custom pipeline that parses heterogeneous documents — invoices, contracts, pricing artifacts — into structured data with the accuracy required for operational use.
Risk Prediction
Consumer Products
Predictive model scoring risk in product inputs — ingredients, formulations, components — well upstream of the finished product reaching consumers.
Real-Time Scoring
Logistics
Real-time scoring of counterparty behavior and operational risk, built on top of an operator’s own historical data and tuned to be used natively in existing software.