Iguazio

What Iguazio does

Iguazio Ltd. is an enterprise MLOps and AI operations platform company founded in 2014 in Herzliya, Israel, and acquired by global management consulting firm McKinsey & Company in January 2023. The company's core offering is the Iguazio AI Platform, a unified system that operationalizes machine learning and generative AI applications across four integrated pipelines: data management, model development, application deployment, and LiveOps monitoring. Underlying the platform are two open-source frameworks maintained by Iguazio — MLRun (AI orchestration, Apache 2.0) and Nuclio (serverless real-time compute) — along with an integrated feature store, automated drift detection and retraining, GPU resource management, LLM customization via RAG and RAFT, and a guardrails framework for governance, PII handling, and hallucination mitigation. The platform deploys across multi-cloud (AWS, Azure, GCP), hybrid, on-premises, AWS GovCloud, and SCIF environments.

The company serves large enterprise customers across financial services, telecommunications, manufacturing, retail, healthcare, ad-tech, gaming, smart mobility, and energy/utilities — with named users including LATAM Airlines, Seagate, NetApp, Ecolab, Payoneer, Sheba Medical Center, Safaricom, PickMe, PadSquad, and Product Madness. Revenue is generated through enterprise platform licensing (quote-based, multi-year subscriptions) plus professional services delivered via system integrators and consulting partners, including McKinsey itself. Following the McKinsey acquisition, the technology is integrated with McKinsey's QuantumBlack AI practice, and the company continues to maintain direct enterprise sales, a free MLRun Community Edition tier, AWS Marketplace listings, and a verticalized Wealth Management RM Copilot solution launched in 2025.

Name

Iguazio

Legal name

Iguazio Ltd.

Website

https://iguazio.com

Company type

Private

Founded year

2017

Operating status

Acquired

Headcount range

51–100 employees

Short description

Iguazio provides an enterprise MLOps and AI operations platform — built on the open-source MLRun and Nuclio frameworks — that operationalizes machine learning and generative AI applications across multi-cloud, hybrid, and on-premises environments. The company serves large enterprises in financial services, telecom, manufacturing, healthcare, and other verticals, and now operates within McKinsey's QuantumBlack AI practice.

Ownership category

akta.pro rank

Product category

MLOps and AI Orchestration Software

NAICS

Computer Systems Design and Related Services (54151), Software Publishers (5132), Computer Systems Design Services (541512), Custom Computer Programming Services (541511), Computer Systems Design and Related Services (5415)

SIC

Services-Computer Integrated Systems Design (7373), Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370), Services-Computer Programming Services (7371)

akta.pro primary industry

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)

akta.pro secondary industries

Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC), AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), Model Development & Training Platforms (AutoML, Notebooks, Feature Stores) (HDAEANAB), Enterprise Foundation Model Integration & APIs (Connectors, Governance, Deployment) (HDAAACAO), AI/ML Solution Integration & MLOps Enablement (BPAEAAAJ)

Keywords

• MLOps platform software
• AI pipeline orchestration
• Generative AI operations
• Machine learning deployment
• Feature store management

Headquarters

HQ city

Herzliya

HQ country

Israel

HQ region

Middle East

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. Platform Software Licensing: Enterprise licensing of the Iguazio AI Platform for on-premises, multi-cloud, or hybrid deployments. Revenue generated from software subscriptions based on deployment scale and enterprise requirements.
2. Professional Services and Implementation: Consulting and implementation services to help enterprises deploy and operationalize AI/ML applications using the platform, often delivered through system integrator partners.

Pricing tiers

Go-to-market motion4 records

Distribution channels4 records

Marketing channels7 records

Core offering

Iguazio sells a unified AI Platform that operationalizes and de-risks machine learning and generative AI applications at scale. The platform delivers four integrated pipelines (data management, model development, application deployment, and LiveOps monitoring) and is complemented by two open-source frameworks, MLRun for AI orchestration and Nuclio for serverless automation. Customers deploy the platform on their own cloud, hybrid, or on-premises infrastructure, including secure environments such as AWS GovCloud and SCIF for regulated workloads.

Product overview

Iguazio offers a unified AI Platform that operationalizes and de-risks ML and generative AI applications at scale. The core AI Platform provides four integrated pipelines (Data Management, Model Development, Application Deployment, and LiveOps) along with built-in features including a Feature Store, Model Monitoring, CI/CD for ML, GPU Management, and LLM Customization via RAG/RAFT. The platform is complemented by two open-source frameworks: MLRun (AI orchestration) and Nuclio (serverless automation). Solutions include the Wealth Management RM Copilot for financial services. The platform deploys across multi-cloud, hybrid, on-premises, and edge environments including AWS GovCloud and SCIF. Iguazio was acquired by McKinsey & Company in January 2023.

Differentiator

Problem solved

Functional benefit

Brands

• MLRun: Open-source AI orchestration framework built and maintained by Iguazio for managing ML and generative AI applications across their lifecycle.
• Nuclio

Products and services

• Iguazio AI Platform Unified enterprise AI platform that operationalizes ML and generative AI applications at scale. Includes four integrated pipelines (Data Management, Model Development, Application Deployment, LiveOps), an integrated Feature Store, automated drift detection and retraining, GPU management, CI/CD for ML, LLM customization via RAG/RAFT, and AI guardrails. Sold to enterprise customers for deployment on multi-cloud, hybrid, or on-premises infrastructure, including secure environments such as AWS GovCloud and SCIF.
• MLRun Open-source AI orchestration framework (Apache 2.0) that manages ML and generative AI applications across their lifecycle. Automates data preparation, model tuning, customization, validation, and optimization over elastic resources, with built-in observability and flexible deployment options. Used by data science and ML engineering teams as the orchestration layer for ML pipelines.
• Nuclio Real-time open-source serverless framework used to minimize development overhead, increase performance, and automate deployment of AI applications. Supports data ingestion, model training, deployments, and resource optimization with high throughput and low latency.
• MLRun Community Edition Free, self-service edition of the MLRun open-source AI orchestration framework. Provides individual data scientists, small teams, and the broader community with the core orchestration capabilities of MLRun at no cost, serving as an entry point into the Iguazio AI Platform.
• Wealth Management RM Copilot Generative AI-powered relationship manager assistant for wealth management firms. Listens to customer calls, transcribes and summarizes conversations, and provides real-time recommendations for offers, investments, and upsells, with built-in AI monitoring, compliance, and guardrails.

Quantifiable outcome

• 80x faster time-to-market by moving from batch to real-time processing
• +6 more outcomes

Named customers11 records

Segments9 records

Ideal customer profiles7 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration13 records

AI capability17 records

Feature9 records

Partnerships

14 partnerships are on record, tiered core, flagship and secondary.

• NVIDIAcoreTechnology or Integration · 27 July 2025Validated partner of NVIDIA AI Factory. Deep integration enabling organizations to build high-performance on-premise AI factories. Provides GPU optimization and management capabilities within the platform.
• McKinsey & CompanyflagshipStrategic or Co-development Partner · 23 January 2023McKinsey acquired Iguazio in January 2023, adding over 70 data and AI experts. Technology integrated with McKinsey's QuantumBlack platform for scalable, real-time AI solutions.
• SnowflakecoreTechnology or Integration · 14 June 2022Partnership for end-to-end MLOps capabilities including built-in feature store connectivity to Snowflake Data Cloud. Joint go-to-market and deeper integrations planned.
• Microsoft AzurecoreTechnology or IntegrationDeep integration with Azure Machine Learning and Azure services. Platform supports Azure deployment and provides AI inference capabilities at the edge through Azure.
• AWScoreTechnology or IntegrationPlatform available in AWS Marketplace. Achieved AWS Outposts Ready designation. Deep integration with Amazon SageMaker and AWS AI/ML stack.
• Google CloudcoreTechnology or IntegrationPlatform supports Google Cloud deployment with collaboration on real-time analytics of store data.
• NetAppcoreTechnology or IntegrationStrategic partner with support for Amazon FSx for NetApp ONTAP. Joint customer deployments for real-time predictive maintenance and analytics.
• MongoDBcoreTechnology or IntegrationIntegration with MongoDB Atlas for feature store capabilities. Enables advanced users scaling AI to easily store and access features for ML.
• Pure StoragesecondaryStrategic or Co-development PartnerStrategic partnership to empower enterprises to unlock data value and bring AI projects to production with a production-first approach.
• Dell EMCsecondaryImplementation/ SI/ Consulting PartnerDell utilizes Iguazio technology for optimized ML and deep learning projects, helping manage and scale implementations.
• Boston LimitedsecondaryChannel Partner/ Reseller/ DistributorNVIDIA Elite Partner and leading provider of high-performance server and storage solutions. Strategic partnership for operationalizing AI for enterprises.
• TredencesecondaryImplementation/ SI/ Consulting PartnerEnd-to-end AI service provider partnership to accelerate custom AI development for Fortune 1000 companies across industries.
• SFL ScientificsecondaryImplementation/ SI/ Consulting PartnerPartnership to simplify and expedite development and deployment of AI for top-tier enterprises across finance, healthcare, retail, manufacturing.
• FaktionsecondaryImplementation/ SI/ Consulting PartnerPartnership with boutique AI service provider for smart mobility technologies across Europe.

Scale indicators7 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• Dataiku: Dataiku provides an enterprise AI platform covering data preparation, model training, MLOps, and GenAI governance. It directly competes with Iguazio in financial services, manufacturing, and healthcare verticals with a similar 'everyday AI for everyone' enterprise positioning.
• H2O.ai: H2O.ai offers an enterprise AI platform with open-source core (H2O, Driverless AI) plus managed cloud and on-premises deployment options. It is comparable to Iguazio as an alternative open-source-rooted, deployment-flexible MLOps platform.
• Domino Data Lab: Domino Data Lab provides an enterprise MLOps platform for model development, deployment, and governance with a focus on regulated industries. It competes head-to-head with Iguazio for enterprise data science platform budgets in financial services and life sciences.
• Databricks: Databricks offers the Mosaic AI platform for end-to-end ML model development, deployment, and governance, including a feature store, MLflow, and GenAI capabilities. It is the most direct competitor to Iguazio's unified data science and MLOps platform, particularly for enterprise customers seeking a single integrated environment.

Broad incumbents

• AWS SageMaker: AWS SageMaker is the native hyperscaler MLOps suite with built-in feature store, model monitoring, pipelines, and inference. It competes with Iguazio both as an alternative platform and as the underlying cloud layer that Iguazio integrates with.
• Azure Machine Learning: Azure ML is Microsoft's enterprise MLOps platform with end-to-end model lifecycle, MLOps capabilities, and tight integration with Azure services. It is both a deep integration partner and a primary competitor for Microsoft-centric enterprises.
• Cloudera: Cloudera provides an enterprise data and AI platform with MLOps capabilities and hybrid deployment. It is comparable to Iguazio as an incumbent hybrid cloud analytics platform, particularly for large enterprises in regulated industries.
• Google Vertex AI: Google Vertex AI is the GCP-native unified ML platform covering training, deployment, feature store (Vertex Feature Store), and GenAI tooling. It competes with Iguazio for cloud-native enterprise AI workloads and is also an integration partner.

Emerging players

• Kubeflow: Kubeflow is the open-source Kubernetes-native ML toolkit that Iguazio's MLRun explicitly integrates with. It represents the most relevant open-source alternative for AI teams evaluating do-it-yourself MLOps orchestration on Kubernetes.
• Tecton: Tecton is a feature platform purpose-built for ML, offering online and offline feature serving comparable to Iguazio's integrated feature store. It overlaps specifically on the feature store component of Iguazio's broader platform.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• YouTubeyoutube.com/@iguazio
• Xx.com/iguazio
• Facebookfacebook.com/iguazio
• LinkedInlinkedin.com/company/iguazio

Compliance3 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles8 records

Funding overview

Funding rounds4 records

Investors13 records

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 Iguazio