Understanding how organisations connect.

mnAi provides structured entity and relationship intelligence - enabling organisations to identify, map, and analyse connections between companies and individuals at scale.

The Challenge

Data about companies in isolation is useful - but often incomplete.

In reality, organisations operate within networks of relationships, including:

  • Ownership structures
  • Directorships and officers
  • Group entities and subsidiaries
  • Financial and operational linkages

Without visibility into these relationships, organisations face:

  • Limited understanding of risk exposure
  • Incomplete view of ownership and control
  • Missed connections and hidden dependencies
  • Reduced confidence in analysis and decision-making

How mnAi Solves This

Structured entity identification and relationship mapping

Using proprietary technology, mnAi:

  • Identifies when records refer to the same real-world entity
  • Links companies and individuals across multiple sources
  • Maps ownership, control, and network relationships
  • Structures these connections into a usable, consistent format

This transforms fragmented data into a connected view of organisations and their networks.

What This Includes

Comprehensive relationship intelligence

Entity Identification

  • Resolution of entities across multiple datasets
  • Removal of duplication and inconsistency
  • Alignment of records to real-world entities

Ownership & Control Structures

  • Shareholding and ownership relationships
  • Parent and subsidiary structures
  • Group-level visibility

Directors & Officers

  • Identification of individuals linked to companies
  • Mapping of directorships across entities
  • Visibility of shared leadership

Network Mapping

  • Relationships across companies and individuals
  • Multi-level connections across datasets
  • Structured representation of networks

Why This Matters

Without relationship intelligence, organisations struggle to:

  • Fully understand risk exposure
  • Identify hidden connections between entities
  • Assess influence and control
  • Gain context around company behaviour

mnAi addresses this by:

Providing a connected, structured view of relationships

Enabling analysis at the network level, not just entity level

Supporting more informed and confident decision-making

What This Enables

Outcomes that matter

1

Risk Identification

Understand exposure across connected entities.

2

Opportunity Discovery

Identify relationships that create commercial opportunity.

3

Network Analysis

Analyse how organisations and individuals interact.

4

Contextual Decision-Making

Move beyond isolated data to a connected understanding.

Differentiation

Many datasets focus on individual entities.

mnAi provides network-level intelligence.

Entity Resolution at Scale

Identify and align entities across large datasets.

Structured Relationship Data

Connections are standardised and usable - not inferred or fragmented.

Integrated with Broader Data

Relationships sit alongside financial, non-financial, and ESG data.

Outcome

A connected view of organisations and individuals - enabling better understanding of risk, opportunity, and influence.

Speak to our team about Entity & Relationship Intelligence

Learn how mnAi can support your organisation.