Master data management, in place

Master your data where it already lives.

ResolveX builds one resolved record for every customer, supplier, product and location inside your own data platform. Your compute, your governance, no copies. First golden record in weeks, not 9 to 18 months.

Book a fit assessment How it runs in place

Runs on your computeData never leavesDatabricks · Snowflake · AWS · Azure

CRM 0.98

Halvorsen Marine Group, LLC

1401 Harbor Way, Portland ME

ERP 0.96

HALVORSEN MARINE GRP

1401 HARBOR WY STE 2

Billing 0.93

Halvorsen Marine

PO Box 118, Portland ME

Support 0.91

Halverson Marine Grp

ops@halvorsenmarine.com

Web store 0.94

halvorsen-marine

Acct 88-20391

Third party 0.99

Halvorsen Marine Group LLC

DUNS 075930411

Ingesting six source records

The problem

Every system knows your customer. None of them agree.

Customer, supplier and location data sits in systems that each keep their own version. Third-party data can be right about every entity and still wrong about the relationship.

Duplicates distort every number

The same customer counted four times inflates pipeline, splits exposure and hides the next sale.

Relationships stay invisible

Parents, subsidiaries and acquisitions live in different systems, so nobody sees the whole relationship.

Copies multiply the problem

Moving data into a separate hub to fix it creates one more copy to secure, sync and govern.

Data in place

Bring the engine to the data, not the data to the engine.

Most MDM platforms copy your records into a vendor hub, master them there and sync them back. ResolveX runs inside the platform you already govern, so there is nothing to copy, sync or secure twice.

Traditional MDM hub

Your environmentSources

Vendor cloudHub copy

Data leaves your environment
A second copy to secure, govern and pay for
The golden record lags behind the source

ResolveX

Your environment

SourcesApps, files, streams

EngineResolveX

ConsumersApps, BI, ML, agents

Runs on your compute
Your OIDC sign-on, permissions and catalog apply
Mastered records usable at once, with no separate copy

Runs natively onDatabricksSnowflakeAWSAzure

Product

Every match shows its evidence. Every decision stays yours.

Configurable rules, standardization and AI assistance work together. Clear matches merge automatically; stewards review only what needs judgment, and every decision is logged and reused.

resolvex.your-workspace.com/stewardship

Stewardship · Organization

Match review

24 pendingAuto-merged today 1,812

Queue

Halvorsen Marine Group

CRM ↔ ERP0.98

Brightwell Foods Inc.

ERP ↔ Billing0.87

Castillo & Reyes LLP

CRM ↔ 3P0.84

Okafor Logistics Ltd

Web ↔ CRM0.79

Attribute	Record A · CRM	Record B · ERP	Signal
Name	Halvorsen Marine Group, LLC	HALVORSEN MARINE GRP	0.96 variant
Address	1401 Harbor Way, Portland ME	1401 HARBOR WY STE 2	0.99 standardized
Tax ID	••-•••4471	••-•••4471	Exact
Phone	(207) 555-0142	207.555.0142	Exact
Domain	halvorsenmarine.com	halvorsenmarine.com	Exact

Rule match + AI assistRecommended: merge. Same tax ID, phone and domain. Address matches after standardization; the name differs only by abbreviation.

Confidence0.98

RejectNot sure Approve merge

Golden records · Organization

Halvorsen Marine Group, LLC

RX-004318646 sources

Survivorship

Best value per attribute, with the rule that chose it

Mastered

Attribute	Surviving value	Source	Rule
Legal name	Halvorsen Marine Group, LLC	3P	Trusted source
Address	1401 Harbor Way, Suite 2	ERP	Most complete
Phone	(207) 555-0142	CRM	Most recent
Email	ops@halvorsenmarine.com	SUP	Validated
Parent	Halvorsen Holdings	3P	Linkage
Segment	Marine services	REF	Crosswalk

Lineage

Golden record createdfrom CRM · rule set v14
ERP record mergedsteward approved · 0.98
Address standardizedreference data · postal
DUNS linkedthird-party match and link
PublishedREST · SQL · MCP · events

Sources6

Confidence0.98

DQ score96

Hierarchies · Corporate

Halvorsen Holdings family

Global ultimate5 entities

                  
                  
                  
                  
                  
                Halvorsen Holdings
Global ultimate
Halvorsen Marine Group
Subsidiary
Halvorsen Logistics
Subsidiary
Bluewater Fabrication
Acquired 2024
Portland Yard
Branch
Bluewater Gulf Site
Branch

Roll-up

Entities in family6
Source records linked31
Relationship typesowns · branch of
Historydated changes

Bluewater Fabrication was a separate account in two systems. Linking it to the family surfaced one more relationship to grow.

Illustrative data

Platform

Capability map.

Capabilities in

Core engine

Capabilities out

In · 01

Pre-built domain models

Party, organization, product, supplier and location ship ready, on an extensible core. No modelling project.

In · 02

AI-powered onboarding

The auto profiler proposes mappings and match rules for every new source. A steward approves.

In · 03

AI match and merge

Finds the relationships rules miss, with lineage on every decision.

MDM Engine

ResolveX

match · merge · survivorship · relationships · groups

API
MCP
Semantic layer

Out · 01

Built on data quality

Bad data is stopped before it is mastered. AI detects and fixes.

Out · 02

Governed reference data

Code lists, hierarchies and crosswalks across every source. Nothing extra to buy.

Out · 03

Agentic stewardship

The engine proposes, people approve. Full audit trail.

Why it goes live in weeks

First golden record in weeks, not 9 to 18 months.

Auto onboarding

The profiler reads every source end to end and recommends match keys, standardization and reference-data fixes. Quality issues are caught before load, not after.

Readiness: months to days

Data stays in place

Runs natively on Databricks, Snowflake, AWS or Azure. No copy in a vendor cloud; your sign-on, permissions and governance apply.

Zero data movement

Domain models ready

Party, organization, product, supplier and location models out of the box, with reference data and hierarchies included.

Configured, not coded

The path to a golden record

Step 01

Profile

The auto profiler reads every source: columns, keys, relationships and quality issues.

Step 02

Confirm

AI recommends match keys, standardization and fixes. A steward approves before anything is mastered.

Steward review gate

Step 03

Match and merge

Blocking, matching, merging and survivorship at scale, in batch and in real time.

Step 04

Serve

Golden records over REST, SQL, events, MCP and the semantic layer, to every app and agent.

It gets smarter every run. Steward decisions are logged and reused, so the review queue shrinks as the engine learns your data.

One record, every use

One golden record. Every system, report and agent reads it.

Mastered records are served in place, so operational systems, analytics and AI all work from the same resolved identity, with no extract to maintain.

Operational appsSub-second REST API and real-time lookup, plus change events.
Analytics and MLSQL, BI and the semantic layer on the same record. No separate copy.
AI agentsAn MCP server lets agents resolve and traverse entities as tools.

agent · resolvex-mcpconnected

What the golden record powers

Customer 360One customer across products, channels and regions

Account 360Parents, subsidiaries and branches rolled up

Supplier 360True supplier, spend and risk by parent

Location 360Sites and addresses standardized and linked

Industries

One engine for any business with customers, suppliers and assets.

Domain packs add the entities, reference data and match rules each industry needs, on the same extensible core.

Domain pack · available now

One customer across every line, producer and claim.

A pre-built insurance model resolves parties across policy, claims, billing, agency and submission systems.

PartyPolicyClaimProducerLocation

Account view across lines and corporate families
Producer and agency hierarchies
Clean party data for claims, fraud and underwriting

Why ResolveX

Master data without the master data project.

Runs where your data lives

Native on Databricks, Snowflake, AWS and Azure. Your OIDC sign-on, permissions and governance apply.

Weeks to value, lower TCO

First golden record in weeks, not 9 to 18 months. Consumption pricing on compute you already own.

Explainable and audit ready

Every match carries its evidence, so decisions stand up to auditors and regulators.

One record, every use

Operational systems, BI, ML and agents read the same golden record, with no separate copy.

Configured, not coded

Match rules, survivorship and data models are configuration. A new entity type is a handful of changes.

Partnership, not vendorship

Direct access to the team that builds it, with your priorities on the roadmap.

Get started

Start with a two-week fit assessment.

We run the profiler on your sources, inside your environment, and return what it takes to master them.

Expected match rates on your own data
Data-quality findings by source
Effort and timeline to first golden record

Or write to us: resolvex@elevatenow.tech

Master your data where it already lives.

Every system knows your customer. None of them agree.

Duplicates distort every number

Relationships stay invisible

Copies multiply the problem

Bring the engine to the data, not the data to the engine.

Every match shows its evidence. Every decision stays yours.

Lineage

Roll-up

Capability map.

Pre-built domain models

AI-powered onboarding

AI match and merge

ResolveX

Built on data quality

Governed reference data

Agentic stewardship

First golden record in weeks, not 9 to 18 months.

Auto onboarding

Data stays in place

Domain models ready

Profile

Confirm

Match and merge

Serve

One golden record. Every system, report and agent reads it.

One engine for any business with customers, suppliers and assets.

One customer across every line, producer and claim.

Know every customer, household and counterparty once.

Accurate providers. One patient across settings.

Recognize the same shopper on every channel.

See every supplier, and who really owns them.

One view of a resident, business or property across agencies.

Master data without the master data project.

Runs where your data lives

Weeks to value, lower TCO

Explainable and audit ready

One record, every use

Configured, not coded

Partnership, not vendorship

Start with a two-week fit assessment.

Talk to the ResolveX team