Graph Research Labs

What Graph Research Labs does

Graph Research Labs (GRL) is a privately held New Zealand-based semantic AI platform company that develops an ontology-driven declarative generation engine for enterprise technology stacks. The company's core product, GRL Generators, reads a single formal business ontology defined in OWL and automatically generates REST APIs, React applications, MCP servers, knowledge graphs, data products, governance layers, and governed AI agents — shifting the unit of work from building systems to defining domain models. The complementary Semantic Agent Harness enforces governance on AI agents operating in regulated environments, blocking non-compliant actions in under one second with exact regulatory citations and providing full provenance capture using W3C PROV-O standards.

Name

Graph Research Labs

Legal name

Graph Research Labs Limited

Website

https://graphresearchlabs.com

Company type

Private

Founded year

2014

Operating status

Operating

Headcount range

1–10 employees

Ownership category

akta.pro rank

Product category

Semantic AI / Knowledge Graph Platform

NAICS

Software Publishers (5132), Computer Systems Design and Related Services (54151), Management Consulting Services (54161)

SIC

Services-Prepackaged Software (7372), Services-Management Consulting Services (8742), Services-Computer Integrated Systems Design (7373)

akta.pro industry

PRIMARYHDAEANAE

Enterprise AI Governance, Risk & Compliance Platforms (Model Risk, Audit, Policies)

Hardware, Technology & Telecom/Enterprise Platforms & Databases/Artificial Intelligence Platforms for Enterprise

SECONDARYHDAEANAH

Enterprise AI Data & Knowledge Platforms (Vector Databases, Knowledge Graphs)

Hardware, Technology & Telecom/Enterprise Platforms & Databases/Artificial Intelligence Platforms for Enterprise

SECONDARYHDAAAMAA

AI Governance, Risk & Compliance (GRC) Platforms

Hardware, Technology & Telecom/Artificial Intelligence & Machine Learning/AI Ethics & Compliance Solutions

SECONDARYBPAEAHAF

AI/ML Engineering & Model Development Services

Business & Public Services/IT & Digital Services (Managed Services, Systems Integration)/Data, Analytics & AI Services

Keywords

• Semantic AI platform
• Knowledge graph software
• Ontology engineering
• Governed AI agents
• Data governance software

Headquarters

HQ city

Auckland

HQ country

New Zealand

HQ region

Oceania

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure

Revenue model

1. Software Platform (GRL Generators): SaaS subscription licensing with optional On-Premise or Customer VPC deployment. Free trial period (typically 7 days) for evaluation. Production licenses are non-exclusive, non-transferable, non-sublicensable. Supports hybrid deployment models.
2. Consulting and Advisory Services: Phased consulting engagements covering Assess, Architect, Proof of Concept, and Enterprise Production phases. Advisory services in AI strategy, complex data integration, enterprise architecture, information architecture, ontology design and engineering, and governance and data quality.

Pricing tiers

Go-to-market motion3 records

Distribution channels1 record

Marketing channels7 records

Core offering

Graph Research Labs sells a Semantic AI Platform called GRL Generators that automatically generates complete enterprise technology stacks (REST APIs, React applications, MCP servers, knowledge graphs, data products, governance layers, and governed AI agents) from a single business ontology defined in OWL, completing generation in minutes rather than months. The company also sells the Semantic Agent Harness for governed AI agents in regulated industries and provides phased consulting/advisory services (Assess, Architect, Proof of Concept, Enterprise Production) covering ontology design, knowledge graph implementation, enterprise architecture, and governance. ClimateTracker, a climate disclosure application, is built on the platform and ships as a sub-brand.

Product overview

Graph Research Labs offers a semantic AI platform built on ontology-driven declarative generation. The core product is GRL Generators, which reads formal business ontologies and automatically generates complete enterprise technology stacks including REST APIs, React applications, MCP servers, knowledge graphs, data products, governance layers, and governed AI agents. The Semantic Agent Harness provides governed AI agents specifically designed for regulated industries, blocking non-compliant agent actions in under a second. ClimateTracker is a climate disclosure sub-brand built on the GRL platform. Together, these products enable enterprises to define their business domain once and regenerate their entire data stack automatically when requirements change.

Differentiator

Problem solved

Functional benefit

Products and services

• GRL Generators The core semantic AI platform that reads a formal business ontology in OWL and automatically generates a complete enterprise technology stack — REST APIs, React applications, MCP servers, knowledge graphs, data products, governance layers, and governed AI agents — in minutes. Supports SaaS, On-Premise, Customer VPC/Private Cloud, and offline/air-gapped deployments for regulated enterprises in banking, healthcare, insurance, telecommunications, manufacturing, government, and defence.
• Semantic Agent Harness Governed AI agent framework for regulated industries that blocks any agent action breaching regulations, policies, or governance rules in under one second and attaches the exact policy citation. Every agent action is checked against the regulation graph, provenance-tracked, and validated before execution; there is no override path so the harness enforces rules structurally. Designed for healthcare, banking, defence, government, and other compliance-driven environments.
• ClimateTracker End-to-end climate disclosure application built on the GRL knowledge graph technology. Provides a transactional core for React-based climate applications and analyses/manages climate-related financial disclosures against regulations such as the NZ Climate Emergency Response framework and TCFD.
• Advisory & Consulting Services Phased consulting and advisory engagements covering AI strategy, complex data integration, enterprise architecture, information architecture, ontology design and engineering, governance and data quality, and production deployment. Sold alongside the GRL Generators platform, delivered by GRL's team in collaboration with client teams.

Quantifiable outcome

• 60-70% of enterprise technology budget typically spent on maintenance vs 30-40% on innovation
• +3 more outcomes

Named customers3 records

Segments8 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability6 records

Feature7 records

Partnerships

Twelve partnerships are on record, tiered core.

• MicrosoftcoreTechnology or IntegrationTechnology ecosystem integration partner. GRL platform integrates with Microsoft enterprise ecosystem as part of customer technology stacks.
• AWScoreTechnology or IntegrationAmazon Web Services integration. GRL platform can be deployed on AWS cloud infrastructure.
• Google CloudcoreTechnology or IntegrationGoogle Cloud integration. GRL platform integrates with Google Cloud enterprise offerings.
• SAPcoreTechnology or IntegrationSAP integration for enterprise ERP and business system connectivity. GRL connects fragmented SAP data into unified knowledge graphs.
• OraclecoreTechnology or IntegrationOracle database and enterprise system integration. GRL platform connects Oracle systems into ontology-driven architecture.
• IBMcoreTechnology or IntegrationIBM technology ecosystem integration. CEO Dougal Watt previously served as IBM Chief Technologist and global expert in information architecture.
• SnowflakecoreTechnology or IntegrationSnowflake data warehouse integration. GRL generates warehouse-ready data product outputs for Snowflake consumption.
• DatabrickscoreTechnology or IntegrationDatabricks integration for data engineering and analytics. GRL connects Databricks pipelines into governed knowledge graphs.
• SalesforcecoreTechnology or IntegrationSalesforce CRM integration. GRL connects customer data from Salesforce into unified enterprise knowledge graphs.
• ServiceNowcoreTechnology or IntegrationServiceNow integration for enterprise service management connectivity.
• BoomicoreTechnology or IntegrationDell Boomi integration for integration platform connectivity. GRL connects Boomi-integrated systems into knowledge graphs.
• ConfluentcoreTechnology or IntegrationConfluent Kafka integration for event streaming and real-time data pipeline connectivity.

Scale indicators6 records

Recent moves6 records

Expansion highlights5 records

Direct peers

• Stardog: Enterprise knowledge graph platform that unifies data across silos using semantic graph and ontology technology, with a strong focus on regulated industries and data governance. Directly comparable to GRL's ontology-driven stack generation and knowledge graph product.
• PoolParty Semantic AI: Semantic AI platform providing ontology management, knowledge graph construction, and AI-driven content intelligence for enterprises. Closely aligned with GRL's ontology management and semantic AI capabilities.
• Ontotext (GraphDB): Graph database and semantic technology vendor offering GraphDB and knowledge graph solutions for enterprises, with deep roots in ontology management and semantic web standards. Directly comparable technical foundation to GRL's ontology-driven approach.
• TopQuadrant: Ontology-driven data management and knowledge graph platform with strong enterprise and government footprint. Comparable in its focus on ontology modelling as the foundation for enterprise data integration and governance.
• Metaphacts: Knowledge graph platform focused on ontology-driven data interaction and enterprise decision support, particularly in life sciences and manufacturing. Comparable in its enterprise ontology-centric product approach.
• data.world: Enterprise data catalog built on knowledge graph technology, enabling data governance, discovery, and collaboration. Comparable in its semantic graph foundations and enterprise data governance focus.
• Franz Inc. (AllegroGraph): Provider of AllegroGraph, an enterprise semantic graph database with knowledge graph and AI reasoning capabilities. Comparable in its semantic graph and knowledge engineering focus for enterprise and government use cases.

Broad incumbents

• Neo4j: Leading graph database platform widely used in enterprise knowledge graph applications. Broader incumbent with a much larger installed base, but addressable to similar ontology-driven integration use cases as GRL.
• Palantir Technologies: Large enterprise AI and data integration platform (Foundry, AIP) widely deployed across government, defence, and regulated industries. Explicitly named by GRL as a comparison point; much broader scope and scale.
• Collibra: Enterprise data intelligence and governance platform focused on data cataloguing, lineage, and stewardship for regulated enterprises. Broader incumbent with significant overlap in data governance and lineage use cases GRL addresses via its Governance Metagraph.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks6 records

Key highlights7 records

Customer concentration

Compliance2 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles3 records

Funding overview

Funding rounds1 record

Investors1 record

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Graph Research Labs