We work across the full life of an operational data estate — from establishing what condition it is actually in, through modelling and integration, to the monitoring and reporting that make it useful day to day.
Assessment and design
- PI System Health Audit & Assessment — infrastructure, data quality, model integrity and operational practice, with a prioritised remediation plan.
- Asset Framework Design & Contextualization — hierarchies, templates, analyses and event frames that describe the plant as it is.
- PI System Specialist Services — end-to-end design, implementation and support from accredited specialists.
Migration and integration
- Historian Migration & Upgrade — legacy to PI, version upgrades, estate consolidation, with reconciliation evidence rather than assurances.
- Databricks & Analytics Integration — Delta Sharing, medallion pipelines tuned for time series, asset context carried into Unity Catalog.
- Aspen InfoPlus.21 & AspenTech Inmation — administration, integration and federation across mixed historian estates.
- Data Source Integration — 60+ protocols and vendor systems already integrated into historian platforms.
Analytics and operations
- Condition-Based Monitoring & Anomaly Detection — multivariate detection and degradation trending built on a sound asset model.
- Reporting & Dashboard Development — PI Vision, operational and regulatory reporting on one set of definitions.
- Managed PI System Support — ongoing operation and development without adding headcount.
Advisory
- Merger & Acquisition Consulting — operational technology due diligence and post-transaction estate consolidation.
- PI System Training & Enablement — delivered on your system, with your assets.
Not sure where to start?
Most clients begin with an audit, because it costs least and changes the scope of everything that follows. Tell us what is bothering you about your estate and we will tell you honestly whether it needs a project.

