Your registers are full of duplicate tags, mismatched naming, orphan assets, and drifted PMs. Cleaning them up has always been a manual project that costs months and drifts again the day it ends.
Lumina puts trained industrial agents on the asset, work, and inspection records you already export. They read your tags, hierarchy, equipment classes, and history the way a reliability engineer would, and hand your governance team a corrected master record to review and apply.
Proves these Lumina features
Why Your Current Tools Can't Fix This
Master data drifts hardest when you grow by acquisition. One site has its own hierarchy, another uses different tag names for the same equipment, another runs a different system entirely. Leadership wants one structure and one source of truth. The category of tools on the market today cannot get you there.
They check whether a tag is formatted correctly and dedup on exact or fuzzy matches. That is real work, but it is the wrong question. They cannot reason about what an asset is, where it belongs in the hierarchy, or what depends on it. Conflicts that need judgment get flagged and handed back to a person.
They will give you an answer, but it is one black-box opinion with no memory, no governance, and no accountability. Ask the same question next quarter and the reasoning is gone. There is no audit trail, no second expert checking the first, and your equipment standards have to be poured into a model you do not control.
Lumina is the reasoning layer between those two. Below are three named capabilities, each solving a problem neither category can. This is what your current tools genuinely cannot do.
The problem
Tools ask “is this formatted correctly?” They cannot reason about what an asset is, where it belongs, or what depends on it. And whatever reasoning does happen is lost the moment the project ends or the person who did it moves on.
The Lumina feature
Lumina Cortex is your organizational intelligence fabric. When one agent learns something about an asset, that context follows the asset across every agent and every person who touches it. The next question starts smarter instead of starting over, so intelligence compounds and never retires.
What no other tool can do
No MDM tool and no generic AI retains cross-agent organizational memory. Clean master data is one of the foundations Cortex is built on.
Proof · Same Asset, Two Tags
Site A
P-101
“charge pump”
Site B
CP-1
“charge pump”
Lumina recognizes both are the same equipment class, flags the conflict, and proposes the standard. Two sites, one charge pump, one resolved record.
The problem
A real conflict, like two records for the same pump, needs maintenance, reliability, process, and inspection perspectives reconciled. A rule-based tool gives one mechanical verdict. A generic AI gives one ungoverned opinion. Neither survives scrutiny.
The Lumina feature
The same issue goes to four domain agents. They debate it in the Boardroom, each arguing from its own vantage point, and a chairman reconciles it into one governed recommendation, with the rationale visible and the right to overrule built in.
What no other tool can do
No tool runs a governed, auditable multi-expert deliberation. The answer you act on has already survived a debate, and you can see exactly why it won.
Evaluates the record against work orders, PM plans, and how the asset is actually serviced.
Looks at failure history, criticality, and whether the standard holds up across the fleet.
Checks where the asset sits in the operation and what depends on it functioning.
Weighs integrity and inspection history connected to the asset and its tag.
A chairman reconciles the four perspectives into one governed recommendation, with the rationale visible and the right to overrule built in.
Agents That Power This
The Boardroom debate is run by trained domain agents reasoning over the records you export. These are the experts that resolve a master-data conflict, each arguing from its own vantage point.
Reliability & Maintenance Strategist
View agentProcess Engineer
View agentIntegrity Engineer (Inspection)
View agentTank & Pressure Vessel Integrity
View agentMaster-data extraction & matching
Coming soonThe problem
The equipment standards and naming rules your experts spent years building are your competitive edge. You cannot hand them to a black-box model without losing control and auditability over the very logic that makes your answers correct.
The Lumina feature
Separation of Logic holds a hard line between the model and your logic. The AI does the reasoning. Your rules, standards, and naming conventions stay outside the model, owned by you and fully auditable, as the intellectual property they are.
What no other tool can do
No generic AI keeps your logic as auditable IP that you own. With Lumina, you can change a standard and see exactly how every recommendation changes with it.
What This Unlocks
The work that used to take a team months starts producing answers in days. Not a finished project that drifts again. And because the agents keep learning in Cortex, the standard holds as your operation changes.
A program that used to stretch across quarters of line-by-line review starts returning corrected records in days.
Because intelligence compounds in Cortex, new work orders, assets, and sites are reasoned against the same standard instead of pulling it back out of line.
Each correction carries its reason and the expert-reviewed agent debate behind it, so nothing is applied on faith.
Lumina hands your data governance team a corrected master record for the records you export, with the duplicates removed and each change carrying the reason behind it and the expert-reviewed agent debate that backed it. Your team reviews it and applies it across your systems.
Value Across the Organization
Get an analyst that does the digging and shows its work.
Get faster, defensible answers they can stand behind.
See it in cleaner data and faster programs.
Keeps that intelligence as an asset that compounds the more your teams use it, and never retires when they do.
The old way was manual cleanup. The new way is Cortex, the Boardroom, and Separation of Logic working on the records you export. Bring us a dataset and a hard question, and request a demo.
Clean master data is a foundation of Lumina Cortex.