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Union.ai

Managed platform for ML workflow orchestration

Overview

Union.ai provides a managed platform for machine learning and data pipeline orchestration. Its flagship Flyte product runs scalable ML and data workflows, while Union Cloud offers a turnkey, managed deployment that abstracts away infrastructure so ML engineers and data scientists can focus on modeling and data tasks. The platform handles large, complex workflows—covering thousands of pipelines and extensive CPU resources—by executing Python-based workflows in an optimized environment. Union.ai differentiates itself by delivering a fully managed service that reduces the need for in-house ops, maintenance, and scaling, letting customers deploy and manage ML workloads with less overhead. The company's goal is to help organizations accelerate ML projects, shorten time-to-production, and lower technical debt by providing a reliable, scalable, subscription-based ML orchestration platform.

Significant Headcount Growth

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About Union.ai

Simplify's Rating
Why Union.ai is rated
B-
Rated B on Competitive Edge
Rated B on Growth Potential
Rated C on Differentiation

Industries

Data & AnalyticsEnterprise SoftwareAI & Machine Learning

Company Size

51-200

Company Stage

Series A

Total Funding

$48.1M

Headquarters

Bellevue, WA

Founded

2021

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What believers are saying

  • September 2026 AWS Marketplace self-service removes sales friction and opens inbound demand.
  • Union claims 3X revenue growth in 2025 and 2.6X customer growth.
  • LGND reached a 160-GPU production cluster after a 30-day Union trial.

What critics are saying

  • Temporal's $300 million raise intensifies competition for durable execution buyers in 2026.
  • Union's control plane still has availability limits; 20-25 minutes downtime fails runs.
  • Open-source Flyte invites commoditization if AWS, Databricks, or Kubernetes-native tools copy features.

What makes Union.ai unique

  • Flyte 2 is GA and open-source under Linux Foundation, not a closed orchestration layer.
  • Union runs customer workloads in their own cloud, preserving data, logs, and keys.
  • Pure Python workflows plus durable replay give engineers production control without rewrite pain.

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Funding

Total Funding

$48.1M

Above

Industry Average

Funded Over

3 Rounds

Series A funding typically happens when a startup has a product and some customers, and now needs funding to scale. This money is usually used to grow the team, expand marketing, and improve the product. Venture capital firms are frequently the main investors here.
Series A Funding Comparison
Above Average

Industry standards

$15M
$8.2M
$15M
$19M
$30M

Benefits

  • Health Insurance
  • Dental Insurance
  • Vision Insurance
  • Stock Options
  • Unlimited Paid Time Off
  • 401(k) Company Match
  • 401(k) Retirement Plan
  • Parental Leave
  • Flexible Work Hours

Growth & Insights and Company News

6 month growth

1%

1 year growth

7%

2 year growth

4%
GlobeNewswire
Sep 30th, 2026
Union.ai launches self-service access on AWS Marketplace to enable sovereign AI.

Union.ai launches self-service access on AWS Marketplace to enable sovereign AI. Union.ai enables teams to prepare data, train and evaluate models, and serve them on infrastructure they control within their own cloud. September 30, 2026 09:00 ET | Source: Union.ai BELLEVUE, Wash., Sept. 30, 2026 (GLOBE NEWSWIRE) - Union.ai, the company behind Flyte, the open-source durable AI runtime, today announced the self-service availability of its enterprise AI platform on AWS Marketplace, making it easier for engineering teams to build and operate sovereign AI in their own cloud. Teams can subscribe through AWS Marketplace, connect a cluster in their own AWS account, and begin running workloads without a sales conversation. Every new account starts with a 30-day free trial. "Building a lasting advantage with AI requires ownership of the data and models behind it, as well as control over where AI runs," said Ketan Umare, co-founder and CEO of Union.ai. "Sovereign AI gives organizations that foundation and freedom, so they can build on their own expertise, protect proprietary data and decide how their models evolve. With self-service access to Union, engineering teams can put those principles into practice without waiting through a sales cycle, with a durable runtime that helps them move from an initial workload to reliable production AI." Enabling sovereign AI in the customer's own cloud Union.ai enables platform teams to create and manage a centralized AI platform for their users and keep data and compute within their own environment. Its managed control plane stores run IDs, schedules and artifact references, with workload inputs, outputs, logs and code remaining in the customer's own storage. Secrets resolve within the customer's data plane, and encryption keys remain under the customer's control. Teams can use managed orchestration and retain custody of their own AI assets. "Union.ai is a partner that takes our huge ambition at Prima Mente and says let's do more," said Hannah Madan, Co-Founder at Prima Mente, an AI biology company that leverages Union.ai for automated BioAI training data onboarding and evaluation via multi-agent workflows. "Durability, flexibility to run our own infrastructure and cloud, constant improvements and great communication make our partnership very special." The self-service launch follows the general availability of Flyte 2, the durable, open-source AI runtime that underpins Union.ai. The platform runs on the Kubernetes infrastructure teams already use, helping them move AI workloads from prototype to production with managed operations and in-product visibility into each run. When workloads are interrupted, they recover without repeating completed work. The broader Union.ai platform supports execution across multiple clouds and clusters, giving teams flexibility to use the infrastructure that meets their needs. Building an AI factory on infrastructure that teams control For teams building AI factories, Union.ai connects data preparation, model training, evaluation, and serving in a repeatable workflow. Named, versioned datasets, model checkpoints and evaluation reports let teams trace how each model was produced and coordinate work with fewer manual handoffs. A new dataset can trigger training, and each model checkpoint can trigger evaluation before promotion to serving. Batch and real-time inference use the same runtime and artifacts as training, helping engineers verify that the model serving the requests is the one that passed evaluation. The full workflow runs within the customer's own environment. Availability Union.ai is available today through AWS Marketplace on the Team plan. Guided setup verifies cloud permissions, walks users through deploying the data plane into their AWS account, and runs a first workload. Billing is consolidated through the customer's AWS account, with no separate credit card required to start. Self-service pricing is usage-based, metered on durable actions, vCPU-hours, memory and GPU-hours, with volume-banded rates and a $950 monthly minimum applied as a credit toward usage. Billing begins after the 30-day free trial. Full pricing is available at union.ai/pricing. Direct sign-up at union.ai will follow shortly after launch, with additional clouds and marketplaces planned through the end of the year. A fully managed bring-your-own-cloud (BYOC) offering is also planned for later this year. About Union.ai Union.ai provides the durable, infrastructure-aware runtime for scaling AI workloads to production. It is the only AI runtime that runs entirely in the customer's cloud(s). Union.ai is the enterprise platform for Flyte, the first open-source AI runtime. Learn more at www.union.ai. Media Contact

GeekWire
Feb 25th, 2026
Seattle-area startup Union.ai raises $19M to fuel AI workflow platform

Seattle-area startup Union.ai raises $19M to fuel AI workflow platform. by Taylor Soper on Feb 25, 2026 at 8:57 am Bellevue, Wash.-based startup Union.ai announced that it closed a $38.1 million Series A round, led by NEA, with participation from Nava Ventures and new investor Mozilla Ventures. The total includes a previously announced $19.1 million portion raised in 2023. Union is the company behind Flyte, an open-source orchestration tool used to run complex machine learning and data workflows. Union is positioning itself as broader "AI development infrastructure" - covering orchestration as well as pieces such as training, inference, and observability - aimed at helping engineering teams move from experimentation to production faster. "Building AI requires a fundamentally different approach than traditional software, and engineering teams are now embracing that," CEO Ketan Umare said in a statement. This funding comes at an inflection point for AI: engineering teams are discovering that legacy software infrastructure and devtools struggle to handle AI development. They were designed for basic and deterministic processes of traditional data workflows, not for the non-deterministic processes of AI workflows, which expect agents to adapt and recover from failure at runtime. Union.ai is building the new category of AI development infrastructure. Engineering teams can develop dynamic, durable AI workflows and agents while dramatically reducing time spent maintaining brittle pipelines. The startup says revenue grew 3X in 2025, and its customer base expanded 2.6X. Union's customers include Spotify, HederaDx, Carfax, Hopper, and others. The company says the round supports the commercial launch of Union 2.0 and continued development of Flyte 2, including "pure Python" authoring, improved debugging, runtime decision-making, and crash-resilient workflows. Umare helped develop the underlying technology for Flyte while he was an engineer at Lyft. He previously worked at Amazon and Oracle. He co-founded Union.ai in 2020 with Haytham Abuelfutuh. The company has more than 40 employees and is actively hiring. Investors are backing various startups building behind-the-scenes infrastructure to help companies turn AI prototypes into reliable products. Temporal, a "durable execution" company rooted in the Seattle region, announced a $300 million round last week.

Citybiz
Feb 25th, 2026
New Enterprise Associates Leads $38.1 Million Series A in Union.ai to Power a New Era of AI Development Infrastructure

New Enterprise Associates leads $38.1 million Series A in Union.ai to power a new era of AI development infrastructure. February 25, 2026 Union.ai today announced it has completed its $38.1 million Series A funding round, led by New Enterprise Associates (NEA), with participation from Nava Ventures and new investor Mozilla Ventures. The total includes the previously announced $19.1 million and supports Union.ai's mission to build AI development infrastructure that enables engineering teams to move from experiment to production and scale faster. "This round came together as demand for AI orchestration is surging, and our open-source work is translating into clear commercial momentum," said Ketan Umare, CEO and Co-Founder of Union.ai. "Building AI requires a fundamentally different approach than traditional software, and engineering teams are now embracing that. This funding helps us move faster to define the core of that new approach: AI development infrastructure." Founded in 2020 as the enterprise platform for Flyte, the popular open-source AI orchestrator, Union.ai has evolved into an end-to-end AI development platform spanning orchestration, model training, inference, and observability. The company will use the new capital to accelerate product development, expand its engineering and field teams, and deepen investment in its open-source community. "Throughout these early innings of the AI era, we've witnessed a persistent challenge with the productization of AI solutions," said Scott Sandell, Executive Chairman and Chief Investment Officer at NEA. "We believe Union.ai stands out because it's delivering a platform built for that reality, helping engineers develop and deploy AI products in a practical, scalable way." Union.ai's continued commitment to open source - including the recent release of Flyte 2 AI orchestration - was also a key factor in Mozilla Ventures' participation, aligned with its open-source AI strategy. "Mozilla's open-source AI strategy is rooted in the belief that openness, choice, and developer agency are essential as we define the new AI tech stack," said Mohamed Nanabhay, Managing Partner at Mozilla Ventures. "We see a shared purpose with Union.ai in building an open software infrastructure for AI development." Engineering teams are discovering that legacy software infrastructure and devtools struggle to support AI development. Traditional workflow tools were designed for deterministic data processes, not the non-deterministic, adaptive workflows required for modern AI systems. Union.ai addresses this gap by defining the new category of AI development infrastructure. The platform enables teams to build dynamic, durable AI workflows and agents while reducing time spent maintaining brittle pipelines and increasing developer velocity. The Series A funding supports the next evolution of Flyte and Union.ai, designed to eliminate common engineering bottlenecks and simplify AI productionization. Key updates include: * Pure Python authoring: Write, test, and version workflows locally in pure Python, then run them at scale in the cloud. * Enhanced debugging: Live remote debugging and failure logs to accelerate shipping quality workflows. * Dynamic runtime decision-making: Fully dynamic workflows for agentic AI applications, while supporting traditional DAGs. * Scalable, long-running workflows: Large task fanout and parallelism, infrastructure provisioning on demand, and automatic execution versioning. * Crash-resilient pipelines: Resume workflows after failure with built-in caching and automatic retries. Union.ai continues to expand its open-source leadership with the release of Flyte 2, the next generation of its widely adopted AI orchestration tool, which has surpassed 80 million downloads. The company's open-source portfolio also includes Pandera, the data testing and validation framework with over 100 million downloads. Today, more than 3,500 companies use AI development infrastructure powered by Union.ai.

Union.ai
Feb 25th, 2026
Union.ai Completes $38.1 Million Series A to Power a New Era of AI Development Infrastructure | Union.ai

The funding round backs the commercial launch of Union 2.0 and the company’s leadership in open-source AI orchestration

Benzinga
Feb 25th, 2026
Union.ai raises $38.1M Series A to build AI development infrastructure

Union.ai has completed a $38.1 million Series A funding round led by existing investor NEA, with participation from Nava Ventures and new backer Mozilla Ventures. The round includes a previously announced $19.1 million. Founded in 2020, Union.ai provides AI development infrastructure built on Flyte, its open-source AI orchestrator with over 80 million downloads. The platform helps engineering teams orchestrate workflows, model training, inference and observability, addressing challenges legacy software tools face with AI's non-deterministic processes. The funding will accelerate product development, expand engineering and field teams, and deepen investment in the open-source community. Union.ai recently released Flyte 2, featuring pure Python authoring, enhanced debugging and dynamic runtime decision-making for agentic AI applications. Over 3,500 companies currently use its infrastructure.

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