Duplicates distort every number
The same customer counted five times inflates pipeline, splits exposure and hides the next sale.
AI-native master data management
One trusted record for everything you do business with.
ResolveX matches, merges and governs customers, suppliers, products and locations into golden records. It runs natively inside your own data platform, so your data never leaves.
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.
Third-party data can be right about every entity and still wrong about the relationship. Until identity is resolved, every report, model and agent works from a partial picture.
Relationships stay invisible
Parents, subsidiaries and acquisitions live in different systems, so nobody sees the whole relationship.
AI inherits the confusion
Agents reason over whichever record they find first. Wrong identity, confident answer.
Product
AI proposes every match. Your people stay in charge.
The stewardship console shows the evidence behind every decision. Stewards approve in seconds, and every decision is logged and reused on later runs.
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 |
Recommend 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
HMMastered
Survivorship
| 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 |
| 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.
How it works
From raw sources to golden records in weeks, not quarters.
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 gateStep 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.
Built for AI
Identity your AI agents can trust.
Agents are only as good as the entities they reason over. ResolveX gives them one resolved identity, its relationships and its evidence, through the interfaces they already speak.
- MCP serverAgents look up, resolve and traverse entities as tools.
- Semantic layerBusiness definitions on the golden record, for BI and natural-language query.
- Real-time API and eventsGolden record lookup at transaction time, and change events as they happen.
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
Extensible model
Know every customer, household and counterparty once.
Resolve clients across onboarding, core banking, wealth and payments, with lineage that stands up to an audit.
CustomerHouseholdAccountCounterparty
- Identity that supports KYC and due diligence
- Household and relationship views
- Counterparty exposure rolled up to the parent
Extensible model
Accurate providers. One patient across settings.
Match patients, providers and facilities across clinical, claims and credentialing systems.
PatientProviderFacilityPayer
- Provider directories that stay current
- Patient identity across care settings
- Clean network and referral analytics
Extensible model
Recognize the same shopper on every channel.
Unify loyalty, e-commerce, store and service records, and keep product data consistent everywhere it is sold.
CustomerHouseholdProductStore
- Loyalty and marketing identity
- Product data across channels
- Store and location master
Extensible model
See every supplier, and who really owns them.
Resolve suppliers, materials and sites across ERP instances and procurement tools.
SupplierMaterialSiteAsset
- Supplier risk rolled up to the parent
- One material master across plants
- Spend visibility by true supplier
Extensible model
One view of a resident, business or property across agencies.
Link records across programs and departments while keeping data in your own environment.
PersonBusinessPropertyProgram
- Service delivery across programs
- Business licensing and compliance views
- Property and address master
Deployment
Runs where your data already lives.
ResolveX deploys inside your environment. Your catalog governs it, your identity provider signs users in, and your AI endpoints power it.
Your environment
Native
SourcesCRM, ERP, billing, files, streams
GovernanceYour catalog, lineage, access
AIYour model endpoints
ResolveX
profile · match · merge · steward · serve
AppsREST API, real-time lookup
AnalyticsSQL, BI, semantic layer
AgentsMCP, events
Zero data movement. No customer data is copied to a vendor cloud. Your permissions apply to every record.
Snowflake
Native
Runs inside your Snowflake account, next to your data.
Databricks
Native
Jobs, apps and tables in your workspace, governed by your catalog.
Azure
Kubernetes
Deployed to your subscription and network.
AWS
Kubernetes
Deployed to your account and VPC.
No vendor-hosted tier
Your governance and OIDC single sign-on
Documented REST API
Onboarding and stewardship included
Why ResolveX
Master data without the master data project.
Weeks
To a first golden record
Pre-built models and the auto onboarder remove most of the design phase.
Lower
Total cost of ownership
Runs on infrastructure you already pay for, without a separate SaaS tier.
Zero
Data movement
Your permissions apply, and every match carries its evidence.
One
Identity for analytics and AI
One resolved entity feeds reporting, operations, models and agents.
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