Portfolio rationalization, use-case design, model and vendor selection, risk and compliance framing, success metrics, and a phased roadmap from pilot to scaled production.

Product-grade web apps, service APIs, background workers, and admin consoles integrated with your identity provider, billing, and observability stack.

Golden datasets, offline and online evaluation, model registries, drift detection, retraining pipelines, and durable workflow automation with human approvals.

Warehouse and lakehouse design, batch and streaming ETL/ELT, semantic metrics layers, embedding and feature pipelines, and governed connectors into SaaS and on-prem systems.