Human Inference
Human Inference is a Dutch Master Data Management and data quality software vendor, founded in 1986 and part of TDA Group, serving European government agencies and financial institutions through its DataHub MDM platform and DataPlatform data quality product.
- Company typePrivate
- Founded1986
- HeadquartersArnhem, Netherlands
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What Human Inference does
Human Inference BV is a Netherlands-based software company, founded in 1986 and headquartered in Arnhem, that develops Master Data Management and data quality solutions for European government agencies and financial institutions. Since 2020 it has operated as a wholly-owned subsidiary of TDA Group, a diversified Dutch/Benelux technology, data, and analytics group, and in 2023 it merged with sister-group company Invenna to create what the company describes as the first Customer Data Platform with built-in Master Data Management in the Benelux. The company's product portfolio is split between DataHub, a Master Data Management platform providing Single Customer View, Customer Due Diligence, and Master Data Management capabilities (operational within 2.5 months), and DataPlatform, a data quality product using natural language processing and fuzzy logic for deduplication, standardization, and matching. Underlying the offering is a proprietary matching engine that combines probabilistic and deterministic techniques with transliteration support for non-Latin scripts (Arabic, Mandarin, Hebrew), reducing false positives by up to 90% in customer screening workflows.
Human Inference sells almost exclusively through direct enterprise sales, with a consultative motion targeting large banks, insurers, credit providers, and government organizations across the Netherlands, Belgium, Germany, and the United Kingdom. Revenue is generated primarily through enterprise software licensing and recurring subscriptions bundled with implementation and consulting services, with pricing on a quote-based rather than publicly disclosed basis. Named anchor customers include Stichting BKR (managing credit data for 8 million Dutch citizens and running 10M+ annual credit assessments through DataHub), Belastingdienst (Dutch Tax Office, using DataPlatform for tax return preprocessing), Justitiële Informatiedienst / Justid (using fuzzy logic for criminal record assessment), and an unnamed large Dutch insurer (using real-time validation for a centralized customer view). The company is ISO 27001:2017 certified as part of TDA Group and emphasizes European data sovereignty, GDPR/Wwft/AMLD compliance, and Dutch-hosted data centers as primary differentiators for regulated buyers.
Operationally, Human Inference runs two Dutch offices (Arnhem headquarters and Nieuwegein) and reports 51–100 employees, with a small senior technical team led by named experts such as Danny Oomen across HPM, SCV, MDM, CDD, and Sanction List Matching. The company has no public listing, no disclosed funding rounds, no institutional venture backing, and no subsidiaries; ownership rests entirely with TDA Group bv. Recent strategic activity has centered on portfolio reorganization (DataHub/DataPlatform split), the 2023 merger with Invenna, and a May 2025 website and brand refresh — collectively repositioning Human Inference as the MDM/data-quality core of a broader TDA Group customer data stack.
Human Inference firmographics
Firmographics- Name
- Human Inference
- Legal name
- Human Inference BV
- Website
- https://humaninference.com
- Company type
- Private
- Founded year
- 1986
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Human Inference is a Dutch Master Data Management and data quality software vendor, founded in 1986 and part of TDA Group, serving European government agencies and financial institutions through its DataHub MDM platform and DataPlatform data quality product.
- Ownership category
- akta.pro rank
Human Inference industry classification
Industry- Product category
- Master Data Management Software
- NAICS
- Software Publishers (51321)
- SIC
- Services-Prepackaged Software (7372)
- akta.pro primary industry
- Data Quality, Profiling & Cleansing (HDAEADAD)
- akta.pro secondary industries
- Data Quality, Profiling & Validation (within Integration) (HDAEACAI), Data Modeling & Semantic Layer / Business Glossary (HDAEADAJ)
Keywords
Where Human Inference is headquartered
LocationHeadquarters
- HQ city
- Arnhem
- HQ country
- Netherlands
- HQ region
- Europe
Offices2 records
Markets served
Human Inference business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Operations, Marketing or Sales, Infrastructure
Revenue model
- Software Licenses and Subscriptions: Human Inference generates revenue through software licensing for Master Data Management and data quality solutions. Solutions include DataHub and DataPlatform, offered as enterprise software with implementation and support services.
Go-to-market motion1 record
Distribution channels3 records
Marketing channels5 records
Human Inference product offering
Product offeringCore offering
Human Inference develops and sells enterprise Master Data Management and data quality software for organizations and governments. Its portfolio centers on DataHub (MDM platform enabling a Single Customer View with Customer Due Diligence, Sanction List Matching, and compliance features) and DataPlatform (data quality solution using natural language processing and fuzzy logic for High Precision Matching, deduplication, and standardization). The software cleans, validates, and consolidates customer data across systems to deliver a Single Source of Truth, reduce false positives in screening by up to 90%, and support compliance with GDPR, Wwft, and AMLD.
Product overview
Human Inference offers a dual-product portfolio: DataHub (Master Data Management platform) and DataPlatform (data quality solution). DataHub provides centralized customer data management, Single Customer View, Customer Due Diligence, and compliance features. DataPlatform delivers data quality controls and High Precision Matching powered by proprietary fuzzy logic and natural language processing. The two products work together—DataPlatform cleans, standardizes, and deduplicates source records before DataHub merges them into Golden Records. Key capabilities include matching with sanction lists, false positive reduction (up to 90%), and support for non-Latin script names. Implementation of DataHub can be completed within 2.5 months.
Differentiator
Problem solved
Functional benefit
Brands
- DataHub: Master Data Management solution providing a complete, accurate Single Customer View with deduplication and compliance capabilities. Includes features such as Single Customer View, Customer Due Diligence, and Master Data Management.
- DataPlatform
Products and services
- DataHub Master Data Management solution providing a single customer view, customer due diligence, sanction list matching, and data governance. Implementation is designed to be completed within 2.5 months, enabling centralized management of customer data for compliance and operational use.
- DataPlatform Data quality solution using natural language processing and fuzzy logic techniques to ensure extremely high data quality. Combines data cleansing, standardization, deduplication, High Precision Matching, and Sanction List Matching in a single scalable product to lower costs, improve customer-friendliness, and strengthen strategic business processes.
Quantifiable outcome
- False positives reduced by up to 90%
- +6 more outcomes
Companies that use Human Inference
Customer profileNamed customers4 records
Segments3 records
Ideal customer profiles2 records
Human Inference technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability5 records
Feature6 records
Human Inference partnerships and signals
Strategic signalPartnerships
Five partnerships are on record, tiered core and minor.
- InvennacoreInvenna is the data platform within TDA Group. Human Inference merged with Invenna in 2023, creating the first party in the Benelux offering a Customer Data Platform with built-in Master Data Management technology.
- TDA GroupcoreHuman Inference became part of TDA Group in 2020. TDA Group is a group of brands specialized in technology, data, and analysis, including Campaigns Unlimited, Global Group, Invenna, and TDA Analytics. The group operates in the Netherlands, Belgium, and Germany.
- TDA AnalyticsminorPart of TDA Group. Whooz and GeoMarktProfiel joined forces in TDA Analytics (announced May 2025). TDA Analytics helps organizations gain more insight into their customers, target groups, and market areas.
- Campaigns UnlimitedminorPart of TDA Group. Helps organizations strengthen and expand customer relationships with solutions for full cycle campaign management and marketing intelligence.
- Global GroupminorPart of TDA Group. Full-service data and technology partner for the German market, helping organizations target audiences, maintain customer data, and automate CRM and campaign management.
Scale indicators7 records
Recent moves7 records
Expansion highlights6 records
Human Inference competitors and assessment
Company assessmentBroad incumbents
- Oracle Enterprise Data Management: Oracle's enterprise data management suite (including Oracle MDM and Customer Data Platform) competes with Human Inference for master data and customer data consolidation within large Oracle-centric financial and public-sector accounts.
- SAS Data Management: SAS Data Management offers data quality, integration, and MDM capabilities as part of a broader analytics platform, competing with Human Inference on data quality and matching for risk, compliance, and fraud use cases in financial services.
- IBM InfoSphere MDM: IBM's InfoSphere MDM is part of IBM's broader data and AI portfolio and targets large banks, insurers, and government clients for customer master data and entity resolution — overlapping with Human Inference's regulated-industry use cases but at much greater enterprise scale.
- SAP Master Data Governance: SAP MDG is a broad enterprise application vendor that includes Master Data Governance within its Business Technology Platform. It competes with Human Inference for embedded MDM in large SAP estates, particularly in financial services and the public sector.
Direct peers
- Talend (Qlik): Talend (now part of Qlik) provides data integration, data quality, and MDM tools that compete with Human Inference on data quality, matching, and master data governance for enterprise customers across regulated industries.
- Loqate (GBG): Loqate, part of GBG Group, offers global address verification, customer data validation, and identity data solutions — directly comparable to Human Inference's DataPlatform for validating, standardizing, and enriching customer records across European regulated markets.
- Ataccama: Ataccama offers an AI-powered data quality and MDM platform (Ataccama ONE) with similar capabilities to Human Inference's DataPlatform, including fuzzy matching, deduplication, and data observability — making it a close functional competitor for data quality-led MDM deployments.
- Informatica: Informatica is a global leader in data integration and Master Data Management, offering an enterprise MDM suite (Informatica MDM) that directly competes with Human Inference's DataHub for customer master data, data quality, and matching use cases across financial services and government.
- Stibo Systems: Stibo Systems provides enterprise Master Data Management and data quality software (STEP platform) used by large enterprises to consolidate customer and product data — a direct competitor to Human Inference's MDM and single customer view proposition, particularly in regulated industries.
- Melissa Data (Melissa): Melissa provides global address verification, identity validation, and data quality APIs, competing with Human Inference on contact data cleansing, deduplication, and identity resolution — particularly for European financial and government customers.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights6 records
Customer concentration
Human Inference social profiles
Digital presenceHuman Inference compliance and trust
Trust signalCompliance1 record
Human Inference financial estimates
Financial estimateRevenue estimate
Valuation estimate
Human Inference leadership team
Management profileNumber of profiles
Profiles1 record
Human Inference funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Human Inference M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Human Inference
What does Human Inference do?
Human Inference develops and sells enterprise Master Data Management and data quality software for organizations and governments. Its portfolio centers on DataHub (MDM platform enabling a Single Customer View with Customer Due Diligence, Sanction List Matching, and compliance features) and DataPlatform (data quality solution using natural language processing and fuzzy logic for High Precision Matching, deduplication, and standardization). The software cleans, validates, and consolidates customer data across systems to deliver a Single Source of Truth, reduce false positives in screening by up to 90%, and support compliance with GDPR, Wwft, and AMLD.
Is Human Inference a public or private company?
Human Inference is a private company. It is classified as corporate owned and is currently operating.
When was Human Inference founded?
Human Inference was founded in 1986. It employs 11 to 50 people.
Where is Human Inference based?
Human Inference is headquartered in Arnhem, Netherlands, in the Europe region.
How does Human Inference make money?
One revenue line is on record: software Licenses and Subscriptions.
Who are Human Inference's main competitors?
Broad incumbents on record are Oracle Enterprise Data Management, SAS Data Management, IBM InfoSphere MDM and SAP Master Data Governance. Direct peers are Talend (Qlik), Loqate (GBG), Ataccama, Informatica, Stibo Systems and Melissa Data (Melissa).
Does Human Inference have an API?
No public API is recorded for Human Inference.
What industry is Human Inference in?
Human Inference's product category is Master Data Management Software. Its primary akta.pro industry code is HDAEADAD, Data Quality, Profiling & Cleansing, with a secondary code of HDAEACAI, Data Quality, Profiling & Validation (within Integration). Its NAICS code is 51321 and its SIC code is 7372.