AI & Machine Learning
Custom predictive models, forecasting systems, and deep-learning pipelines designed around your data and shipped to production.
WATO builds AI, probability, and data models that turn uncertainty into a measurable edge — for startups, operators, and research teams who need to make the right call under pressure.
Four disciplines, one goal: quantify the uncertainty in your business and build the systems that act on it.
Custom predictive models, forecasting systems, and deep-learning pipelines designed around your data and shipped to production.
Monte Carlo simulations, Bayesian inference, and scenario models that make risk legible instead of intuited.
Decision engines and probability-based algorithms tuned for real workloads — latency, throughput, and interpretability.
Dashboards, APIs, and internal tools that turn a model into something your team will actually use every day.
We take on problems where the right model is the difference between a good quarter and a bad one.
Cut overruns and delays before the first pour. We build models that forecast cost, schedule, and material risk.
Better care, lower waste. We help hospitals forecast demand, catch fraud, and deploy capacity where it matters.
AI and blockchain tooling for valuation, transactions, and underwriting.
Cut delivery cost, reduce stockouts, and keep fleets moving.
We integrate blockchain where it actually earns its keep — transparency, provenance, and settlement.
Statistical models for traders, funds, and treasuries that need to measure risk, not guess it.
Reduce waste, tighten margins, and price smarter with models built for real operators.
A sample of projects we've shipped.
An ML-driven signal engine for forex and equities, built for real-time decisioning on noisy market data.
A model that reads free-text clinical notes to surface likely conditions, improving triage accuracy for care teams.
A high-performance query layer over large astronomical datasets, cutting analysis time on space science workloads.
Probability-based risk frameworks used by investment teams to size positions and stress-test strategies.
WATO is an independent consultancy focused on AI, machine learning, and applied probability. We work with founders, operators, and research teams who are tired of dashboards that describe the past and want systems that help them act on what's next. Every engagement starts with one question — what decision is this model supposed to improve? — and works back from there.
Tell us the decision you're trying to get right. We'll tell you whether we can help — and what it would take.