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Flower

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Flower

Train AI on distributed data

flower.ai
HQ: Remote
11-50
B2B

Company research

Public company, workplace, funding, and market signals

Updated Jul 29, 2026

Overview

Flower Labs is a 2023 AI startup building the Flower open-source framework and a product suite for federated/decentralized AI, so organizations can train and serve models on distributed private data without centralizing it.

Primary product

Flower, the open-source federated AI framework and ecosystem

Founded

2023

Headquarters

Winterhuder Weg 29, 7. Stock, 22085 Hamburg, Germany

Team size

20-30 employees

Work style

Remote

Industry

Software Development

Sub-industry

Federated learning / decentralized AI infrastructure

Offices

Winterhuder Weg 29, 7. Stock, 22085 Hamburg, Germany
Cambridge, United Kingdom

Business model

open-source software
credit-based SaaS subscriptions
enterprise contact-sales tiers
enterprise support/services
managed platform
forward-deployed engineering

Funding

Stage

Series A

Total raised

$23.6M

Latest round

Series A · Feb 2024

Latest amount

$20M

Series A

Feb 2024 · Felicis

$20M

Pre-Seed

Apr 2023 · First Spark Ventures

$3.6M

People & investors

Leadership

Daniel J. Beutel

Co-Founder & CEO

Taner Topal

Co-Founder & COO

Nicholas Lane

Co-Founder & CSO

Pedro Mesa

Founding Commercial Partner

Javier F.

Lead Research Scientist

Niki Pezeshki

Investor Board

Investors

Betaworks
Clem Delangue
Factorial Capital
Felicis
First Spark Ventures
Mozilla Ventures
Pioneer Fund
Scott Chacon
Y Combinator

Work & culture

Open-source, community-first, collaborative, distributed/remote-first, and fast-moving; the company says it is primarily based in Europe.

Work style

Remote

Compensation

No public salary bands or compensation details were posted on the reviewed careers pages.

Product & market

Pricing

Freemium/open-source framework plus paid SuperGrid subscription tiers and enterprise contact-sales plans.

Differentiators

  • —Open-source federated AI for distributed/private data
  • —Framework-agnostic and compatible with major ML stacks
  • —Local-first hybrid on-device plus confidential remote compute
  • —Community ecosystem with thousands of developers and projects
  • —Enterprise-grade support and managed platform
  • —Data stays at source for privacy/compliance

Technology

Python
PyTorch
TensorFlow
Hugging Face Transformers
JAX
Swift
TypeScript
Kubernetes
Docker
GitHub Actions
Prometheus
Grafana
scikit-learn
fastai
MONAI
NumPy
Pandas

Customers

Mozilla
Banking Circle
Samsung
Temenos
Bosch
Brave
Nokia Bell Labs
JP Morgan
Owkin
Accenture
Orange
Siemens

Competitors

OpenMined
Fed-BioMed
Tune Insight
Flock.io
Google federated learning offerings
NVIDIA federated learning offerings

Scale & contact

Estimated revenue

Approx. $5M-$10M (third-party estimate around $8.9M)

Estimated monthly visits

78.9K

Traffic estimate as of Jul 2026

hello@flower.ai+49 (0) 40 52472901

Latest news

Flower Intelligence

Flower blog · Mar 2025

Official launch post for Flower Intelligence, describing a local-first hybrid AI platform with optional confidential remote compute, Swift/TypeScript SDKs, and support for models from Meta, Mistral, and DeepSeek.

Flower Labs launches a new service that automatically switches from local to cloud AI

TechCrunch · Mar 2025

TechCrunch covered the launch of Flower Intelligence, a distributed cloud platform that defaults to local AI and can hand off to private cloud compute when needed; Mozilla Thunderbird was cited as an early user.

Flower Labs raises $20M Series A

Flower blog · Feb 2024

Official announcement of the $20M Series A led by Felicis, with investors including First Spark Ventures, Factorial Capital, Betaworks, Y Combinator, Pioneer Fund, Mozilla Ventures, Clem Delangue, and Scott Chacon.

AI startup aimed at 'federated learning' Flower Labs valued at $100 million following venture capital deal

Fortune · Feb 2024

Fortune reported Flower Labs’ $20M Series A and a $100M post-money valuation, and described the company’s federated-learning positioning and Europe-distributed team.

Flower lands $3.6M to grow its platform for federated learning

TechCrunch · Aug 2023

TechCrunch covered Flower’s $3.6M pre-seed, backed by investors including First Spark Ventures, Clem Delangue, Factorial Capital, Betaworks, and Pioneer Fund.

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