MDM Agent

One truth.
Across every system.

Without trusted master data, every AI decision is built on uncertainty. The MDM Agent creates AI-driven golden records across 12 enterprise domains — federated, governed, and available to every agent in the mesh.

12 domainsAI-driven matchingFederation-nativeReal-time syncMesh-integrated
MDM Agent — Entity Resolution
SHARMA RAJESH K
CBS record · ID 4821
Duplicate
Sharma R.K.
CRM record · CIF 9034
Duplicate
Rajesh Kumar Sharma
KYC record · PAN ABCDE1234F
Duplicate
Rajesh Kumar Sharma
Golden record · PAN confirmed · Merged
Resolved
Cross-domain links
Account · Loan · Insurance · HR
Linked

Why this matters.
Right now.

Without governed mdm agent, these problems compound silently with every new data source and AI deployment.

Fragmented entity data breaks AI.

The same customer in CBS, CRM, LOS, and KYC with different spellings, IDs, and addresses — agents operating on ambiguous identity produce unreliable decisions.

No single version of truth.

Regulatory submissions use one customer count, risk models another, branch dashboards a third. Inconsistency is a compliance liability.

AI cannot operate on ambiguity.

When CredXplain cannot confirm whether two records belong to the same borrower, the credit decision is built on incomplete context. Every agent is only as reliable as its master data.

From input to
governed output.

1

Connect

Federate all source systems — CBS, CRM, LOS, KYC, SaaS — without consolidation

2

Profile

Identify duplicates, inconsistencies, and conflicting records across all sources

3

Match

AI-driven entity resolution — ML, NLP, and fuzzy matching across all 12 domains

4

Merge

Golden records created — single authoritative view without moving data from sources

5

Sync

Golden record changes propagated back to source systems in real time

What MDM Agent
delivers.

🧠

AI-driven entity matching.

ML, NLP, and fuzzy matching across all 12 domains — handles abbreviations, transliterations, and data entry errors that rule-based systems miss.

Federation-native golden records.

Golden records created without physical centralisation — master identity resolved across sources, data remains where it lives, sovereignty preserved.

🔄

Real-time synchronisation.

Golden record changes propagated back to source systems — every downstream agent, report, and dashboard sees the same authoritative identity.

🌐

12 enterprise domains.

Customer, Account, Product, Employee, Branch, Asset, Collateral, Counterparty, Regulatory Entity, Location, Supplier, and Instrument — all mastered.

Master data that
every agent trusts.

See how the MDM Agent creates AI-driven golden records across 12 enterprise domains — without physical centralisation, with full governance.

Frequently asked
questions.

What is the MDM Agent?

The MDM Agent creates AI-driven golden records across 12 enterprise domains — customer, account, product, and more — using federation, so master data is unified without physical centralisation. Trusted master data is the foundation every other AI agent depends on.

How does the MDM Agent resolve duplicate records?

The MDM Agent uses machine learning, NLP, and fuzzy matching to resolve entities across all domains, handling abbreviations, transliterations, and data-entry errors that rule-based systems miss. It produces a single authoritative golden record per entity.

Does the MDM Agent move data to create golden records?

No. The MDM Agent is federation-native — golden records are resolved across sources while data stays where it lives, preserving sovereignty. Golden record changes are synchronised back to source systems in real time.

Which domains does the MDM Agent master?

The MDM Agent masters 12 enterprise domains including customer, account, product, employee, branch, asset, collateral, counterparty, regulatory entity, location, supplier, and instrument — giving every agent and report one consistent version of the truth.