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Top Federated Learning Companies in November, 2026

Federated Learning is transforming AI by providing safe, decentralized machine learning without sacrificing data privacy. This new approach to AI empowers companies to train models in various devices or organizations without transmitting sensitive information, making it most suitable for use in industries such as healthcare, finance, and IoT.

We have at RightFirms identified the leading Federated Learning companies offering privacy-preserving AI, decentralized training, and secure data collaboration. These companies are pushing innovation in edge AI, encrypted computation, and compliance-driven machine learning to make businesses able to leverage AI without having to compromise on data security.

Find the top Federated Learning companies of 2026 and unlock the privacy-first AI future.

 

How this list is built: This list is prepared using multiple trust and relevance signals, including profile completeness, service expertise, reviews and review freshness, external business signals, and selected signals reviewed by the RightFirms research team. We regularly review these signals and update our listings to help buyers discover credible and relevant partners. Learn more about our methodology

List of Federated Learning Solution Providers | Leading Experts in Privacy-Preserving AI
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Brillmindz Technologies Dubai

4.0★★★★★4.0 / 5
Employees11 to 50
Avg. hourly rate< $25 /hr
Focus AreaFederated Learning
LocationUnited Arab Emirates

We are the best mobile app development company in Dubai, creating beautiful and innovative Android, iPhone, and hybrid mobile apps with a focus on performance, efficiency & exceptional user experience. Experience success with our premier mobile app development services in DubaiRead More About Brillmindz Technologies Dubai

cryptocurrency exchange development services.

4.0★★★★★4.0 / 5
Employees251 to 1000
Avg. hourly rate$101 - $150 /hr
Focus AreaFederated Learning
LocationUSA

In the fiercely competitive world of crypto exchange platforms, having robust digital infrastructure and a user-centric frontend for the crypto exchange platform development is key to succeed. However, setting up such complex systems from scratch entails massive expertise, time and capital commitment.Read More About Antiersolutions

Top-rated IT solutions company

4.0★★★★★4.0 / 5
Employees51 to 250
Avg. hourly rate< $25 /hr
Focus AreaFederated Learning
LocationIndia, United Arab Emirates

Aalpha Information Systems is a global leader in IT consulting and custom software development outsourcing. We offer a wide range of IT services and solutions, including software development, web and mobile application development, Internet of Things (IoT), and blockchain development.Read More About Aalpha Information Systems Pvt Ltd

Transforming Ideas into Interactive Business Experiences!

4.0★★★★★4.0 / 5
Employees51 to 250
Avg. hourly rate$51 - $100 /hr
Focus AreaFederated Learning
LocationUSA

AddWeb Solution - ISO and NASSCOM Certified Web Development IT company in the USA providing the best quality and cost-effective services to clients across the globe: We don't just Provide IT solutions but the Life and breath to your Ideas. We are a professional and friendly team of 2-10 years of experienced guys.Read More About AddWeb solution

Fastest-Growing Software Services Company in Dubai

3.9★★★★★3.9 / 5
Employees51 to 250
Avg. hourly rate$26 - $50 /hr
Focus AreaFederated Learning
LocationUnited Arab Emirates

Product-Driven Custom Software Development for Growing Businesses and Enterprises Read More About Lumitech

IT Outsourcing & Staff Augmentation Services

3.9★★★★★3.9 / 5
Employees251 to 1000
Avg. hourly rate$26 - $50 /hr
Focus AreaFederated Learning
LocationUSA

UKAD is a nearshore software development company with 20+ years of experience, specializing in .NET, Azure, and scalable cloud solutions. We provide dedicated teams and end-to-end development services for companies in Europe and North America, focusing on long-term partnerships and reliable delivery.Read More About UKAD LLC

Design-thinking web development team

3.9★★★★★3.9 / 5
Employees11 to 50
Avg. hourly rate$51 - $100 /hr
Focus AreaFederated Learning
LocationUK

Solar Digital is a software development company that builds scalable digital products and solutions designed to address real business needs — from developing products from scratch to modernizing, re-engineering, and further evolving existing systems. Our capabilities include custom software development, web and mobile application development, product design, AI-powered automation and custom AI agent development.Read More About Solar Digital

Shaping Success Through Modern Technology

3.9★★★★★3.9 / 5
Employees51 to 250
Avg. hourly rate< $25 /hr
Focus AreaFederated Learning
LocationUSA

Hashtech is a modern digital solutions company providing mobile app, web, and software development services. We help startups and businesses build scalable, high-performance digital products using modern technologies.Read More About The Hashtech

Built to Outperform

3.9★★★★★3.9 / 5
Employees11 to 50
Avg. hourly rate$26 - $50 /hr
Focus AreaFederated Learning
LocationIndia

Zylex provides autonomous, high-performance engineering teams specializing in SaaS product development, custom software, web & mobile apps, AI automation, and app modernization. We take full ownership of the technical roadmap, build scalable anti-fragile systems, and deliver with zero vendor lock-in so high-growth companies can focus on their market instead of managing developers. Contact us at connect@zylex.io to discuss how we can support your growth.Read More About Zylex

Reimagine, Build, Modernize

3.9★★★★★3.9 / 5
Employees51 to 250
Avg. hourly rate$26 - $50 /hr
Focus AreaFederated Learning
LocationUSA, India

RBM Soft is an enterprise product engineering partner helping organizations design, modernize, and scale digital solutions. With strong expertise in AI, data, and cloud technologies, we build reliable, future-ready systems that support long-term growth. Since 2015, we’ve enabled businesses to improve operations and accelerate innovation through structured engineering practices, automation, and a quality-driven approach that ensures sustained value beyond launch.Read More About RBM Soft

Build it right. The first time.

3.9★★★★★3.9 / 5
Employees51 to 250
Avg. hourly rate$51 - $100 /hr
Focus AreaFederated Learning
LocationUSA

We build enterprise-grade software that doesn't fail — then accelerate it with AI. The same team that powers a top-decile venture fund brings unicorn-proven engineering to your most demanding product challenges.Read More About Whale Song

Shaping the Future of Digital Innovation with AI

3.9★★★★★3.9 / 5
Employees11 to 50
Avg. hourly rate$26 - $50 /hr
Focus AreaFederated Learning
LocationUSA

ARYtech is dedicated to building AI-powered services and solutions that drive innovation and growth. We focus on creating impactful emerging technologies across industries including FinTech, EdTech, PropTech, EnterTech and AdTech, helping businesses to unlock new opportunities in a fast-changing digital world.Read More About ARYtech

Make the right Choice

3.9★★★★★3.9 / 5
Employees251 to 1000
Avg. hourly rate$51 - $100 /hr
Focus AreaFederated Learning
LocationUSA

AlphaBold is a leading consulting firm specializing in Dynamics 365 and NetSuite solutions. They help businesses implement, optimize, and manage ERP systems for enhanced efficiency and customer engagement. AlphaBold also offers expertise in AI, Copilot, and Microsoft Fabric Cloud Services, along with custom development and digital transformation services, enabling businesses to innovate, automate, and scale in the digital era.Read More About AlphaBOLD

Power SaaS Business Globally Since 1999 by AI

3.9★★★★★3.9 / 5
Employees1001 to 10,000
Avg. hourly rate$26 - $50 /hr
Focus AreaFederated Learning
LocationUSA, Canada

Netsmartz is a US-based digital engineering company specializing in software development. Read More About Netsmartz

Transforming idea into innovation

3.9★★★★★3.9 / 5
Employees51 to 250
Avg. hourly rate$26 - $50 /hr
Focus AreaFederated Learning
LocationIndia

Talentelgia offers comprehensive IT consulting services to optimize your IT infrastructure's efficiency, security, compliance, and cost-effectiveness. As the best IT consulting company, we deliver cutting-edge technology solutions. Services like App Development, AI Development, Website and web App Development, Blockchain Development, etc., aim to make complex IT concepts accessible and engaging for tech enthusiasts and professionals alike.Read More About Talentelgia Technologies

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