Reinforcement learning companies develop systems that improve decision-making through trial-and-error interactions with environments. These firms apply reinforcement learning to areas such as robotics, automation, gaming, logistics, and financial modeling. As reinforcement learning continues to mature as a subset of machine learning, companies in this space focus on building scalable models, optimizing real-time processes, and applying simulation-based training. This article provides an overview of selected companies specializing in reinforcement learning, their service offerings, and areas of application.
1. AI Superior
At AI Superior, we are a company focused on providing practical artificial intelligence solutions, including reinforcement learning. Founded in 2019 by Dr. Ivan Tankoyeu and Dr. Sergey Sukhanov, we have built our work on strong academic foundations and applied expertise. Reinforcement learning is one of the key technologies we apply when working on systems that require sequential decision-making, such as automation, predictive modeling, and simulation-based optimization.
We emphasize a structured project life cycle in all our AI consulting services. This includes defining business goals, identifying appropriate learning environments, and implementing reinforcement learning models that adapt and improve over time. Our team ensures that these solutions align with real operational objectives and are deployed with proper risk controls and transparent communication. Our approach allows us to maintain a high success rate across various projects.
Our team includes PhD-level data scientists, ML engineers, and developers with experience across industries. We work together to implement reinforcement learning algorithms in environments that benefit from continuous learning and adaptation. In addition to project execution, we focus on equipping clients with the tools to manage and scale their systems over time. This practical support model is part of our broader commitment to sustainable AI integration.
Key Highlights:
- Founded in 2019 by experts Dr. Ivan Tankoyeu and Dr. Sergey Sukhanov
- Specializes in transforming AI concepts into scalable solutions
- High success rate in Proof of Concept (PoC) projects
- Effective risk management in AI project life cycles
- Team comprised of PhD-level data scientists and engineers
Services:
- AI and Data Strategy Development
- Process Optimization with AI
- AI Use Case Discovery & Identification
- AI Training and Workshops
- Generative AI Development
Contact Information:
- Website: aisuperior.com
- Address: Robert-Bosch-Str.7, 64293 Darmstadt, Germany
- Contact Email: info@aisuperior.com
- Phone Number: +49 6151 3943489
- LinkedIn: www.linkedin.com/company/ai-superior
- Twitter: x.com/aisuperior
2. SoluLab
SoluLab is a digital and technology solutions provider founded in 2014 by former executives from Goldman Sachs and Citrix. The company specializes in blockchain development, artificial intelligence, Internet of Things, mobile applications, and web development. SoluLab serves industries such as healthcare, education, finance, retail, supply chain, and government.
In the AI domain, SoluLab offers services encompassing machine learning, natural language processing, and generative AI development. They develop custom AI solutions tailored to specific business needs, integrating advanced algorithms into existing systems. The company also provides data science services, including data analytics and predictive modeling, to help organizations derive actionable insights from their data.
Services:
- Reinforcement Learning Development
- Machine Learning Model Design
- Data Science and Analytics
- Generative AI Development
- Blockchain and Web3 Integration
- IoT System Development
- Mobile and Web App Development
Contact and Social Media Information:
- Website: www.solulab.com
- Phone: +1 347 2708590
- E-mail: sales@solulab.com
- LinkedIn: in.linkedin.com/company/solulab
- Twitter: x.com/solulab
- Facebook: www.facebook.com/solulab.inc
3. LeewayHertz
LeewayHertz is a software development company established in 2007 that offers services in custom software engineering, product development, and technology consulting. Their work spans blockchain systems, enterprise platforms, and cloud-native applications. They build and deploy software solutions across domains such as healthcare, logistics, insurance, and legal services. In 2024, the company was acquired by The Hackett Group.
Their AI-related services include the design and implementation of automation systems, analytics tools, and digital agents. They develop backend architectures to support AI features and integrate AI components into existing enterprise workflows. Their projects include building document analysis systems, intelligent search functions, and business-specific automation platforms.
Services:
- AI and Machine Learning Solutions
- Blockchain Development
- Custom Software Development
- Data Analytics
- IoT Solutions
- Mobile App Development
- Cloud Computing Services
Contact and Social Media Information:
- Website: www.leewayhertz.com
- Address: Saaha Offices Souk Al Bahar – 530 B, Dubai – United Arab Emirates
- Phone: +971505017371
- E-mail: sales@leewayhertz.com
- LinkedIn: www.linkedin.com/company/leewayhertz-technologies
- Twitter: x.com/LeewayHertz
- Facebook: www.facebook.com/LeewayHertz
4. Velvetech
Velvetech is a software development and IT services company offering custom solutions across web, mobile, enterprise systems, and embedded technologies. Its services include SaaS development, CRM systems, cloud migration, DevOps, and microservices architecture. The company supports industries like healthcare, insurance, logistics, and finance, delivering full-cycle software engineering and system integration.
In AI and machine learning, Velvetech provides services such as ML model engineering, deep learning, conversational AI, and robotic process automation. They also develop generative AI applications and offer platform-based solutions like AI-powered call analytics. Their projects include AI integration in contact centers, financial systems, and industrial IoT environments.
Services:
- AI and Machine Learning Development
- Custom Software Development
- Data Analytics
- Process Automation
- Mobile and Web Application Development
- IT Consulting
- Cloud Solutions
Contact and Social Media Information:
- Website: www.velvetech.com
- Address: 18101 Collins Ave, Suite 1208, Sunny Isles Beach, FL 33160
- Email: info@velvetech.com
- Phone: +1 (847) 559-0864
- LinkedIn: www.linkedin.com/company/velvetech
- Facebook: www.facebook.com/velvetech
- Twitter: x.com/velvetech
5. Netguru
Netguru is a software development and consulting company that offers services in digital product design, software engineering, and business strategy. Their development capabilities span web and mobile platforms, with support for cloud infrastructure and modern development practices such as DevOps and Agile. They serve industries like finance, healthcare, commerce, and education.
In AI and data, Netguru delivers solutions involving generative AI, data engineering, and machine learning. They build custom AI agents, develop data pipelines, and integrate large language models into enterprise workflows. Their team supports AI-powered personalization, automation, and optimization projects, and they offer R&D services for companies exploring new AI use cases.
Services:
- AI and Machine Learning Solutions
- Digital Transformation Consulting
- Custom Software Development
- Mobile and Web Application Development
- Product Design
- Data Analytics
- Cloud Services
Contact and Social Media Information:
- Website: www.netguru.com
- Address: Nowe Garbary Office Center, ul. Małe Garbary 9, 61-756 Poznań, Poland
- E-mail: hello@netguru.com
- LinkedIn: www.linkedin.com/company/netguru
- Twitter: x.com/netguru
- Facebook: www.facebook.com/netguru
6. Oracle
Oracle is a technology company that develops and sells enterprise software, cloud infrastructure, and database management systems. Its product suite includes ERP, CRM, HCM, and supply chain software, available through both on-premises and cloud-based delivery. Oracle also provides cloud infrastructure services including compute, storage, networking, and container orchestration.
In AI and machine learning, Oracle integrates predictive models, automation tools, and NLP into its business applications. It offers AI features within its Fusion Cloud suite, supporting finance, HR, and operations. Oracle provides a set of tools for developers and data scientists to build, train, and deploy models using its cloud infrastructure, and supports integration with open-source machine learning frameworks.
Services:
- AI and Machine Learning Solutions
- Cloud Infrastructure and Applications
- Database Management Systems
- Enterprise Resource Planning (ERP) Software
- Customer Relationship Management (CRM) Software
- Supply Chain Management Solutions
- Data Analytics and Business Intelligence
Contact and Social Media Information:
- Website: www.oracle.com
- Phone: +1.800.633.0553
- LinkedIn: www.linkedin.com/company/oracle
- Twitter: x.com/oracle
- Facebook: www.facebook.com/Oracle
7. Softweb Solutions
Softweb Solutions is a technology firm providing services in AI, machine learning, IoT, data analytics, and enterprise application development. They develop systems for data engineering, real-time analytics, digital supply chains, and cloud-native solutions. The company supports multiple cloud environments and offers platform integration for technologies like Microsoft Azure, AWS, and Salesforce.
Their AI work includes generative models, computer vision, and edge AI. They built a proprietary framework called Needle for developing custom generative AI applications across industries such as finance, legal, and healthcare. Projects include cancer cell detection using vision models, patent intelligence systems, and conversational AI integration. Softweb also engages in AI testing, model deployment, and lifecycle support.
Services:
- AI and Machine Learning Solutions
- Data Analytics
- Internet of Things (IoT) Solutions
- Enterprise Mobility
- Cloud Services
- Augmented and Virtual Reality (AR/VR) Solutions
- Web and Mobile Application Development
Contact and Social Media Information:
- Website: www.softwebsolutions.com
- Address: 7950 Legacy Drive, Ste 250, Plano, TX 75024
- Phone: 866-345-7638
- E-mail: info@softwebsolutions.com
- Linkedin: www.linkedin.com/company/softweb-solutions
- Twitter: x.com/softwebchicago
- Facebook: www.facebook.com/SoftwebSolutionsInc
- Instagram: www.instagram.com/softwebsolutionsinc
8. ScienceSoft
ScienceSoft is a software development and IT consulting company founded in 1989. It provides services including custom software engineering, application modernization, cloud application development, and system integration. The company supports a range of industries such as healthcare, finance, retail, logistics, and manufacturing. It also offers team augmentation and managed IT services across different technology stacks and platforms.
In the field of AI and data science, ScienceSoft develops solutions using machine learning, computer vision, and natural language processing. They implement AI for use cases like predictive analytics, image recognition, and intelligent automation. The company also supports data engineering, including data warehousing, real-time data streaming, and integration of AI models into business workflows.
Services:
- AI and Machine Learning Solutions
- Data Analytics
- IT Consulting
- Custom Software Development
- Cybersecurity Services
- Cloud Solutions
- Mobile and Web Application Development
Contact and Social Media Information:
- Website: www.scnsoft.com
- Address: 5900 S. Lake Forest Drive, Suite 300, McKinney, Dallas area, TX-75070
- Phone: +1 214 306 6837
- Email: contact@scnsoft.com
- Facebook: www.facebook.com/sciencesoft.solutions
- Twitter: x.com/ScienceSoft
- LinkedIn: www.linkedin.com/company/sciencesoft
9. ELEKS
ELEKS is a software development and technology consulting company that provides services across the entire product lifecycle, from strategy to implementation. Their offerings include application development, legacy system modernization, enterprise system integration, and cloud migration. ELEKS works with industries such as fintech, logistics, healthcare, government, and retail, delivering both custom software and advisory services.
In the data and AI domain, ELEKS builds solutions using machine learning, generative AI, MLOps, and intelligent automation. They implement systems for document processing, conversational interfaces, and predictive modeling. The company also supports data engineering and the development of analytics platforms, integrating these capabilities into client operations for decision support and optimization.
Services:
- AI and Machine Learning Solutions
- Custom Software Development
- Data Analytics
- Product Design
- IT Consulting
- Cloud Services
- Mobile and Web Application Development
Contact and Social Media Information:
- Website: eleks.com
- Address: 7 Naukova St., Building G, Lviv, Ukraine 79060
- Phone: +380-32-247-0357
- LinkedIn: www.linkedin.com/company/eleks
- Twitter: x.com/ELEKSSoftware
- Facebook: www.facebook.com/ELEKS.Software
10. A3logics
A3Logics is an IT services company offering software development, digital transformation, and enterprise technology consulting. Its services include application modernization, cloud migration, EDI integration, CRM development, and QA testing. The company also develops custom systems for industries such as education, automotive, healthcare, and logistics. It provides both project-based development and dedicated engineering teams.
In AI, A3Logics builds machine learning models and generative AI systems tailored for enterprise use. Their AI capabilities cover areas like NLP, computer vision, and automation. They develop custom data pipelines, analytics platforms, and integrate AI into existing business systems. Their work includes building domain-specific generative AI tools and deploying AI for operational efficiency and business insights.
Services:
- AI and Machine Learning Development
- Generative AI Solutions
- Data Analytics
- Cloud Services
- Blockchain Development
- Custom Software Engineering
- IoT Solutions
- Digital Transformation
Contact and Social Media Information:
- Website: www.a3logics.com
- Address: 5857 Owens Avenue, Suite 300 Carlsbad, California 92008 USA
- Phone: +1(442) 615-9676
- E-mail: enquiry@a3logics.com
- LinkedIn: www.linkedin.com/company/a3logic
- Twitter: x.com/a3logics
- Facebook: www.facebook.com/A3logics
11. Damco Group
Damco is a software and IT services company offering custom development, enterprise solutions, and technology consulting. Its service portfolio includes application development, data management, DevOps, RPA, QA testing, and cloud migration. Damco works with a wide range of technologies and supports verticals such as insurance, healthcare, publishing, education, and retail.
In AI and machine learning, Damco provides model development, integration, and deployment services. Their work includes computer vision, NLP, generative AI, and intelligent automation systems. The company applies these technologies in operational process optimization, analytics enhancement, and customer interaction systems. Their implementations also extend to insurance tech platforms with embedded AI functionalities.
Services:
- AI and Machine Learning Services
- Generative AI Development
- Data and Analytics
- Cloud Solutions
- Blockchain Development
- Mobile App Development
- Robotic Process Automation
- DevOps and IT Consulting
Contact and Social Media Information:
- Website: www.damcogroup.com
- Address: Damco Solutions Inc. New Jersey, USA. 101 Morgan Lane, Suite # 205, Plainsboro NJ 08536
- Phone: +1 609 632 0350
- Email: info@damcogroup.com
- LinkedIn: www.linkedin.com/company/damco-solutions
- Twitter: x.com/damcosol
- Instagram: www.instagram.com/lifeatdamco
12. Matellio
Matellio is a software engineering company offering development services across web, mobile, enterprise, and embedded systems. Their service areas include digital transformation, product prototyping, systems integration, and enterprise software development. Matellio supports industries such as logistics, healthcare, travel, legal, and eLearning.
In AI and data science, Matellio develops solutions in machine learning, computer vision, NLP, and robotic process automation. They implement recommendation engines, conversational AI systems, and visual recognition tools. The company also builds custom pipelines for data ingestion, model training, and deployment, integrating AI into enterprise and consumer applications.
Services:
- AI and Machine Learning Development
- Natural Language Processing
- Recommendation Engines
- Robotic Process Automation
- Computer Vision and Image Recognition
- Custom Software Development
- Enterprise Mobility and Applications
- Cloud and IoT Solutions
Contact and Social Media Information:
- Website: www.matellio.com
- Address: 675 North First Street, Suite 1240, San Jose, CA 95112, USA
- Phone: +1-408-560-1910
- Email: info@matellio.com
- LinkedIn: www.linkedin.com/company/matellio
- Twitter: x.com/Matellio_Inc
- Facebook: www.facebook.com/Matellio
13. MobiDev
MobiDev is a software development company founded in 2009 that provides engineering services across areas such as product development, modernization, and scaling of applications. They support multiple industries including retail, fitness, manufacturing, and fintech. The company delivers backend systems, mobile apps, and integration with enterprise platforms.
In artificial intelligence, MobiDev builds and integrates machine learning models and provides AI consulting services. Their AI-related projects include computer vision using frameworks like MediaPipe and implementing auto-scaling of computing resources for data-intensive applications. They support deployment in production environments and have developed AI-powered systems in areas such as sports analytics and retail operations.
Services:
- AI Product Consulting
- Machine Learning Solutions
- Software Product Development
- App Modernization
- DevOps Consulting and Engineering
- Cloud and IoT Solutions
- UI/UX Design
- Custom Mobile and Web Applications
Contact and Social Media Information:
- Website: mobidev.biz
- Address: 3855 Holcomb Bridge Rd. Suite 300, Norcross, GA 30092, USA
- Phone: +1 916 243 0946
- Email: contact@mobidev.biz
- LinkedIn: www.linkedin.com/company/mobidev
- Twitter: x.com/MobiDev_
- Facebook: www.facebook.com/MobiDev
14. Chetu
Chetu is a privately held software development company founded in 2000. It specializes in providing custom-built, scalable technology solutions across various industries, including healthcare, finance, gaming, and retail. The company’s service offerings encompass application development, IT security, software testing, API development and integration, system migrations, and infrastructure support.
In the realm of artificial intelligence and data services, Chetu offers solutions involving machine learning, data analytics, and AI-powered applications. The company collaborates with technology partners such as IBM, leveraging tools like IBM Watson, Cognos Analytics, and Db2 to enhance their AI service offerings.
Services:
- Custom Software Development
- Mobile and Web Application Development
- AI and Machine Learning Solutions
- Blockchain Development
- Cloud Solutions
- IoT Development
- IT Consulting
Contact and Social Media Information:
- Website: www.chetu.com
- Address: 1500 Concord Ter., Suite 100, Sunrise, FL 33323
- Phone: 954 342 5676
- E-mail: sales@chetu.com
- LinkedIn: www.linkedin.com/company/chetu-inc-
- Twitter: x.com/chetuInc
- Facebook: www.facebook.com/chetuInc
15. IBM
IBM is a technology corporation involved in software, hardware, cloud services, and consulting. Its operations span hybrid cloud platforms, quantum computing, mainframe systems, and cybersecurity. IBM develops enterprise-grade databases, custom applications, and infrastructure management tools. Its consulting arm, IBM Consulting, provides business transformation, system integration, and managed services.
In reinforcement learning, IBM incorporates RL methods into decision automation, control systems, and optimization frameworks. Through its watsonx platform, IBM provides tools for training, testing, and deploying reinforcement learning models. These are used in areas such as resource allocation, robotics, and operations research. IBM Research contributes to algorithm development and simulation environments for RL experimentation.
Services:
- AI and Machine Learning Solutions
- Cloud Computing Services
- Data Analytics
- Blockchain Solutions
- Enterprise Software Development
- IT Infrastructure Services
- Consulting Services
Contact and Social Media Information:
- Website: www.ibm.com
- Address: 1 New Orchard Road, Armonk, New York 10504-1722, United States
- Phone: 1-800-426-4968
- LinkedIn: www.linkedin.com/company/ibm
- Twitter: www.twitter.com/ibm
- Instagram: www.instagram.com/ibm
16. McKinsey & Company
McKinsey & Company is a global management consulting firm that advises clients on strategy, digital transformation, operations, and organizational issues. It works across multiple industries, including healthcare, financial services, energy, and public sector. McKinsey provides both short-term advisory services and long-term transformation programs and supports clients through its internal research and data analytics teams.
In AI and data science, McKinsey develops machine learning and reinforcement learning solutions for enterprise use cases such as supply chain optimization, pricing, and customer behavior modeling. It maintains in-house platforms for model development, including simulation environments for testing RL agents. The firm’s QuantumBlack unit focuses on integrating advanced analytics with business decision-making.
Services:
- AI and Machine Learning Consulting
- Generative AI Solutions
- Data Analytics and Business Intelligence
- Digital Transformation Strategy
- Operations and Performance Improvement
- Risk Management
- Sustainability and Resource Productivity
Contact and Social Media Information:
- Website: www.mckinsey.com
- LinkedIn: www.linkedin.com/company/mckinse
- Twitter: x.com/McKinsey
- Facebook: www.facebook.com/mckinsey
17. Azumo
Azumo is a software development company that provides AI and data services, including custom implementation of reinforcement learning systems. They build environments for training agents using frameworks such as OpenAI Gym and TensorFlow. Their reinforcement learning projects involve discrete and continuous action spaces, using techniques like policy gradients and Q-learning for agent optimization.
They have implemented RL solutions in areas like user interaction modeling and decision automation, where agents adapt based on environment feedback. Azumo also integrates reinforcement learning into broader applications that combine traditional software development with adaptive decision-making components. Their team works with simulation tools and real-time data streams to evaluate model performance during development.
Services:
- AI and Machine Learning Development
- Generative AI Solutions
- Natural Language Processing
- Data Engineering
- Cloud Services
- Mobile and Web Application Development
- DevOps and IT Consulting
Contact and Social Media Information:
- Website: azumo.com
- Phone: +1 415-610-7002
- LinkedIn: www.linkedin.com/company/azumo-llc
- Twitter: x.com/azumohq
- Facebook: www.facebook.com/azumohq
Conclusion
Reinforcement learning is being actively explored and applied by a range of technology companies across sectors such as healthcare, finance, logistics, and manufacturing. These companies offer services that include algorithm development, environment modeling, simulation-based optimization, and integration with broader AI systems. As the practical use of reinforcement learning grows, businesses are turning to specialized providers to support the implementation of adaptive, goal-oriented systems that learn from interaction and improve over time.
This article has presented a structured overview of companies involved in reinforcement learning development and consulting. While some firms focus exclusively on AI and machine learning, others provide reinforcement learning as part of a wider portfolio of software and digital transformation services. The listed companies vary in scale, technical specialization, and industry focus, providing a range of options for organizations seeking tailored reinforcement learning solutions.
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