Every run starts from a hardened template: sensible defaults, guardrails and the right eval suite built in. Templates are how a pilot starts in days instead of weeks — and how quality stays repeatable across re-trains.
Six templates cover most production needs. Each one states its engine, typical wall-clock and the eval suite that gates it.
Fraud, churn, scoring. Gradient-boosted trees and calibrated ensembles on your structured data.
Forecasting, pricing, demand. Same engines, continuous targets, horizon-aware splits.
Routing, moderation, intent. Fine-tuned transformer encoders sized to your latency budget.
Your tone, your format, your domain — adapters trained on open-weight checkpoints.
Defect detection, tagging, triage. Transfer-learned CNN/ViT backbones on your images.
ML Partner engagements: bespoke pipelines designed with your named engineer.
Send a paragraph about your data and objective — an FMS engineer replies with the template, an estimate and a fixed quote.