Data

Trustworthy AI starts with a trustworthy data foundation.

Open lakehouse architecture, governed pipelines, and analytics built on watsonx.data and Databricks — so your AI is accurate, explainable, and audit-ready.

The data foundation

An open lakehouse, layer by layer.

One architecture from raw ingestion to AI-ready features — open formats throughout, so you're never locked in.

AI & ML

AI-ready features & models

Curated, governed data feeding watsonx and your ML workloads.

Serve

Analytics & BI

Self-service dashboards and queries over a single source of truth.

Govern

Catalog, lineage & quality

Every dataset discoverable, traceable, and validated.

Store

Open lakehouse

Iceberg & Delta on watsonx.data and Databricks — one copy, many engines.

Ingest

Pipelines & integration

Batch and streaming ingestion from every source system.

Built on

The platforms behind your data estate.

Two best-in-class lakehouse engines, integrated into one governed foundation.

IBM watsonx.data

An open, hybrid lakehouse that lets you scale AI workloads with governance and cost control — the data layer of the watsonx platform.

LakehousePrestoIcebergGovernance
Databricks

The unified analytics platform for big data and ML — Delta Lake, collaborative notebooks, and scalable Spark processing.

Delta LakeSparkMLflowUnity Catalog
What we do

End-to-end data engineering.

From the first pipeline to a fully governed, AI-ready estate.

Lakehouse Architecture

Open, scalable foundations on Iceberg and Delta — the single source of truth for analytics and AI.

Data Pipelines

Batch and streaming ingestion, transformation, and orchestration built for reliability at scale.

Governance & Quality

Cataloging, lineage, and data-quality controls that make every dataset trustworthy.

Analytics & BI

Self-service dashboards and reporting over a unified, governed data layer.

Feature Engineering

Curated, reusable feature stores that feed your AI and ML models reliable inputs.

Data Security

Encryption, masking, and access controls that protect sensitive and regulated data.

Why it matters

No governance, no trustworthy AI.

AI is only as good as the data beneath it. We make sure yours is accurate, traceable, and compliant — the foundation the T.R.U.S.T. Framework is built on.

  • Full lineage from source to model
  • Automated data-quality validation
  • Policy-based access & masking
  • Audit-ready for HIPAA, SOC 2 & more
LETS'S BUILD SOMETHING SOLID.

Ready to make your data ready for AI ?

Gets you to clean, governed, decision-ready data faster.

Book an Appointment