Custom models, built on your data.
When the problem is prediction — risk, demand, churn, fraud — an off-the-shelf API won't cut it. We build and validate models on your data from the ground up, with the accuracy and explainability your risk and compliance teams accept.
The models we build most.
The right family depends on the question. We choose for accuracy, robustness, and the explainability your domain requires.
Gradient-boosted trees
The workhorse for tabular risk and propensity — high accuracy on structured data with feature importance you can defend.
Time-series & forecasting
Demand, volume, and load forecasts with seasonality, hierarchy, and calendar effects — reconciled across levels.
Survival & hazard
When the question is not just if but when — churn timing, time-to-event, and remaining-life estimates.
Anomaly & fraud
Catch the rare and the novel — transaction fraud, abuse, and outliers, with graph and sequence signals.
Embeddings & ranking
Search, match, and recommend — learned representations that surface the right item, document, or account first.
Uplift & causal
Model the effect of an action, not just the outcome — who to treat, contact, or offer for real incremental lift.
Start with the question, not the algorithm.
From a decision to a model that earns.
We start from the decision the model serves — the action, the cost of being wrong, and the metric that actually matters.
Signal from your systems turned into leak-free features, in a versioned feature store you can reuse across models.
Cross-validation, calibration, and out-of-time testing — so the number holds on tomorrow's data, not just yesterday's.
Reason codes and SHAP attribution on every prediction, with adverse-action reporting where regulation requires it.
Shipped behind an API with drift detection and scheduled retraining as the world moves underneath it.
Every model ships with reason codes and per-prediction attribution, calibrated probabilities, and — for lending and eligibility — adverse-action reporting. A model your team can't explain is a model your regulator won't accept, and we build accordingly.
Bring us a hypothesis. Leave with a system.
Tell us what's eating your team's time. We'll give you an honest read on whether AI is the right tool — and if it is, a scoped v1 with a timeline and cost.