Adaptive
Adaptive ML, founded in 2023 and headquartered in the Netherlands, is a startup spun out from the Technology Innovation Institute in Abu Dhabi, the team behind the open-source Falcon large language models.
Profile
Adaptive ML provides a platform for enterprises to deploy, fine-tune, and run open-source large language models on their own infrastructure, with an emphasis on cost efficiency and data privacy.
Adaptive ML, founded in 2023 and headquartered in the Netherlands, is a startup spun out from the Technology Innovation Institute in Abu Dhabi, the team behind the open-source Falcon large language models. The company develops infrastructure and tooling for enterprises to deploy and fine-tune large language models, with a focus on efficiency and customization. In 2025, Adaptive ML raised $81 million in a Series B round led by NVentures (NVIDIA), Bain Capital Ventures, Capital One Ventures, Citi Ventures, and others, signaling strong investor interest in its approach to enterprise AI.
The company's core product is a platform that enables organizations to run and adapt open-weight models on their own infrastructure, aiming to reduce reliance on proprietary APIs and lower inference costs. Adaptive ML competes in a crowded field of enterprise AI infrastructure providers, including companies like Together AI, Fireworks AI, and Anyscale. As of mid-2026, the company has not publicly disclosed revenue, headcount, or named customers, and its market traction remains largely unverified outside of funding announcements.
The company's most visible public asset is the Falcon model lineage, though the relationship between the original TII team and the new startup entity is not fully transparent. Adaptive ML's long-term viability will depend on its ability to convert its funding and technical pedigree into a sustainable customer base in a rapidly commoditizing market for LLM deployment tools.
Who buys this
- Enterprises deploying large language models in production
- Organizations requiring on-premises or private cloud AI deployment
- Companies seeking to reduce API dependency and inference costs
- Developers and data science teams building custom AI applications
Strengths and what to watch
Strengths
- Deep technical pedigree from the Falcon model team at TII, one of the few non-US groups to produce a competitive open LLM
- Strong financial backing from a syndicate including NVIDIA's venture arm, Bain Capital Ventures, and multiple bank-affiliated VCs
- Focus on cost-efficient inference and fine-tuning addresses a real pain point for enterprises wary of API lock-in and rising compute costs
Watch for
- No publicly named customers or revenue figures as of mid-2026, making traction difficult to assess
- The enterprise LLM infrastructure space is highly competitive and rapidly commoditizing, with well-funded rivals and open-source alternatives
- The relationship between Adaptive ML and the original Falcon team at TII is unclear, raising questions about IP ownership and talent retention
Key Information
- Industry
- AI Developer Platforms
- Founded
- 2023
- Headquarters
- Netherlands
Frequently Asked Questions
What is Adaptive ML and what does it do?
Adaptive ML is a startup founded in 2023 that provides a platform for enterprises to deploy, fine-tune, and run open-source large language models on their own infrastructure, focusing on cost efficiency and data privacy.
Who founded Adaptive ML and where is it based?
Adaptive ML was founded in 2023 by the team behind the open-source Falcon large language models from the Technology Innovation Institute in Abu Dhabi. The company is headquartered in the Netherlands.
How much funding has Adaptive ML raised and who invested?
In 2025, Adaptive ML raised $81 million in a Series B round led by NVentures (NVIDIA), Bain Capital Ventures, Capital One Ventures, and Citi Ventures, signaling strong investor interest in its enterprise AI approach.
What are the main benefits of using Adaptive ML for enterprises?
Adaptive ML helps enterprises reduce reliance on proprietary APIs, lower inference costs, and maintain data privacy by running and adapting open-weight models on their own infrastructure, addressing key pain points in AI deployment.
Who are Adaptive ML's main competitors in the enterprise AI space?
Adaptive ML competes with companies like Together AI, Fireworks AI, and Anyscale in the crowded enterprise AI infrastructure market, all offering tools for deploying and fine-tuning large language models.
What are the risks or challenges facing Adaptive ML?
As of mid-2026, Adaptive ML has not publicly disclosed revenue, headcount, or named customers, making traction hard to assess. The enterprise LLM infrastructure space is rapidly commoditizing, and the relationship with the original Falcon team is unclear.
Sources
- www.adaptive-ml.com — Company website, product positioning, and cookie consent notice
- www.adaptive-ml.com — Announcement of Adaptive ML's founding by the Falcon team
- www.linkedin.com — LinkedIn post confirming $81M Series B round and investor list
- techcrunch.com — TechCrunch list of AI startups raising $100M+ in 2025; note: Adaptive ML raised $81M, not $100M+