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Top Machine Learning Companies

Machine learning companies build, train, and deploy custom AI models that help businesses predict outcomes, automate decisions, and find patterns in their data. Typical engagements include data preparation and pipeline setup, custom model development — for predictive analytics, recommendation engines, computer vision, or natural language processing — MLOps to deploy and monitor models in production, and integration of pre-trained or foundation models into existing products. The strongest providers pair data science with software engineering and real domain knowledge, so a model doesn't just work in a notebook; it holds up in production.

Machine learning is one specialization within the broader AI category on Clutch, alongside natural language processing, chatbots and conversational AI, computer vision, and cognitive computing — and many firms here span several of these. Some focus on regulated, high-stakes domains such as healthcare or finance, where compliance (HIPAA, SOC 2, GDPR) and data security matter as much as model accuracy. Use the filters above for industry, location, budget, and client rating to narrow to providers with a track record in your sector.

Pricing spans a wide range. Among the firms listed here, minimum project sizes run from about $1,000 to $75,000+, with hourly rates from $25 to $199 — $50–$99/hr is the most common band. As a rough guide, a proof-of-concept often starts near $10,000, while enterprise-grade model development can reach $250,000+.

Ratings Updated: September 22, 2026
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10,324 Companies

AI Expertise: Machine Learning

List of the Top Machine Learning Consultants

  • Featured

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    Simform Logotype

    Simform

    4.8 88 reviews
    Premier Verified Clutch Guarantee
    $25,000+
    $25 - $49 / hr
    1,000 - 9,999
    Orlando, FL

    Services provided

    20% AI Development
    20% Cloud Consulting & SI
    10% CRM Consulting and SI +5
    10% Custom Software Development
    10% E-Commerce Development
    10% ERP Consulting and SI
    10% Enterprise App Modernization
    10% Mobile App Development

    Focus Areas

    25% Machine Learning
    25% Chatbots & Conversational AI
    15% AI Recommendation Systems +3
    15% Computer Vision
    10% Natural Language Processing
    10% Voice and Speech Recognition

    Simform is a versatile software development company specializing in mobile app development, web application enhancements, and software modernization. The reviews reflect an overwhelmingly positive sentiment, with approximately 90% praising their project management, technical expertise, and responsiveness. Clients appreciate Simform's ability to integrate with in-house teams and their commitment to long-term quality, though some suggest improvements in project requirement clarity and documentation.

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    Reviews mention Great project management

    Simform has consistently received high praise for its project management capabilities. Clients have highlighted the team's responsiveness, flexibility, and proactive communication, often noting that deliverables were completed on time. For instance, one client emphasized the impressive connectivity and relationship with the project manager, while another remarked on the detailed project management that ensured timely releases. Overall, clients appreciate Simform's ability to adapt to changing requirements and provide structured, effective support throughout the development process.
    • UI/UX Design, Mobile App & AWS Development for Media Company
      5.0 Feb 29, 2024

      Simform did a great job on the project management. They set-up weekly catch-up meetings to allow us to monitor the project and respond to questions. Team members updated us daily using Slack and notified us of any blockers to continue the project. Overall, we were very pleased with the project management and the communication.

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    • IT/Cloud Consulting & Software Dev for Manufacturing Co
      5.0 May 31, 2022

      Initially, there were some problems, but they figured them out. They’ve improved, and now they're doing really well with project management. They use an internal project management tool; we use Slack and Microsoft Teams to communicate.

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    • UI/UX Design & Custom Software Development for HR Firm
      5.0 May 10, 2022

      They’ve performed phenomenally well in terms of project management. Initially, they quoted a static project and estimated a timeline. However, as we’ve continued to develop the software, everything has been a moving target. We’ve added functions to the requirements, and Simform has graciously accepted every change.

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    • Custom Website Development for Sport Federation
      5.0 Sep 17, 2020

      Simform used the agile methodology for our project. We used to do daily stand up meetings with our team at Simform. We communicated via slack and used Zoho for project management. Their project management was great that helped us to launch the website before the deadline.

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    • Custom Software Development for E-Learning Solutions Company
      5.0 Dec 18, 2024

      Project management and communication has been outstanding. When the development team has inquiries, they are brought up early in the process. In addition, the development team has made great suggestions throughout the design process that have helped us design a better product.

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    2 of 3 reviews are 5 stars
    $50,000 – $199,999 avg. project cost

    Reviewed 3 times in the past 6 months

    Simform has received positive feedback from clients over the past six months, highlighting their collaborative approach and strong communication practices. Clients noted their effective project management and timely delivery, despite some challenges with evolving requirements. One client praised Simform for their dedication to understanding project needs, while another emphasized their attention to detail. Overall, clients appreciate Simform's commitment to quality and partnership, viewing them as a strategic ally in achieving long-term goals.
    Read 3 Recent Reviews
    0 of 2 Machine Learning reviews are 5 stars
    1 new review for Machine Learning in past 6 months
    $200,000 – $999,999 avg. project cost

    Machine Learning Experience

    Simform has received predominantly positive feedback in their Machine Learning service engagements, with clients highlighting their expertise in AI integration and data processing. Notably, 90% of reviews commend their responsiveness and the quality of deliverables. Clients appreciate their flexible approach and commitment to aligning with changing project requirements. However, some feedback suggests that initial requirement gathering could be improved to avoid delays. Overall, Simform is recognized for enhancing client offerings and driving business success through intelligent solutions.

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    Average Project Cost Breakdown

    $50,000 to $199,999 (21) $10,000 to $49,000 (16) $200,000 to $999,999 (15) Less than $10,000 (1)

    What Clients Have Said

    Simform is recognized for providing good value for money, with clients frequently noting that their pricing aligns well with project budgets. Feedback highlights instances where Simform's cost-effectiveness allowed organizations to achieve significant project goals without overspending. Clients appreciated the transparency in pricing and the absence of hidden costs, contributing to a positive overall perception of value. However, there were occasional concerns about project delays and communication, which impacted perceptions of value in specific instances.
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  • Cardiff App Developers Logotype

    Not yet reviewed

    $10,000+
    $25 - $49 / hr
    10 - 49
    Cardiff, Wales

    Services provided

    25% AI Development
    25% Mobile App Development
    25% Web Development +3
    10% Application Management & Support
    10% Low/No Code Development
    5% IT Staff Augmentation

    Focus Areas

    15% Machine Learning
    20% AI Recommendation Systems
    20% Chatbots & Conversational AI +3
    15% Computer Vision
    15% Natural Language Processing
    15% Voice and Speech Recognition

    Cardiff App Developers is a Cardiff, Wales-based mobile application development firm. The team specializes in Mobile App Development and Web Development.

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  • guane enterprises Logotype

    Not yet reviewed

    $50,000+
    $25 - $49 / hr
    50 - 249
    Medellin, Colombia

    Services provided

    25% Custom Software Development
    20% Cloud Consulting & SI
    15% AI Consulting +3
    15% AI Development
    15% Generative AI
    10% Web Design

    Focus Areas

    35% Machine Learning
    35% Natural Language Processing
    30% Cognitive Computing

    Guane enterprises is a custom software development firm founded in 2018. The team offers Custom Software Development and Artificial Intelligence.

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  • Techinnover Analytics Limited Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49
    Lagos, Nigeria

    Services provided

    25% Custom Software Development
    20% Mobile App Development
    20% Web Development +3
    15% UX/UI Design
    10% AI Development
    10% Web Design

    Focus Areas

    20% Machine Learning
    60% Chatbots & Conversational AI
    20% Natural Language Processing

    Founded in 2016, Techinnover Analytics Limited is a small Lagos, Nigeria-based custom software development firm. Their team focuses on Custom Software Development and Web Development.

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  • BroHouse Logotype

    BroHouse

    Not yet reviewed

    $10,000+
    $50 - $99 / hr
    2 - 9

    Services provided

    25% Packaging Design
    20% Branding
    15% Logo +5
    10% Generative AI
    10% Graphic Design
    10% UX/UI Design
    5% Print Design
    5% Web Design

    Focus Areas

    15% Machine Learning
    20% Voice and Speech Recognition
    15% Cognitive Computing +5
    15% Computer Vision
    10% AI Recommendation Systems
    10% Chatbots & Conversational AI
    10% Natural Language Processing
    5% Robotics

    BroHouse, a small Packaging Design company, is based in București, Romania. The team offers Packaging Design and Branding.

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  • Bsolus Logotype

    Not yet reviewed

    $25,000+
    $50 - $99 / hr
    50 - 249
    Braga, Portugal

    Services provided

    50% E-Commerce Development
    15% AI Development
    15% Custom Software Development +2
    10% UX/UI Design
    10% Web Design

    Focus Areas

    50% Machine Learning
    50% Cognitive Computing
    40% Chatbots & Conversational AI +2
    10% Natural Language Processing
    10% Robotics

    Bsolus is an e-commerce development company. Their midsize team of employees is headquartered in Braga, Portugal. Their team specializes in E-Commerce Development and Custom Software Development.

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  • xiQ, Inc. Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    50 - 249
    Redwood City, CA

    Services provided

    25% AI Development
    25% Advertising
    25% Content Marketing +1
    25% Email Marketing

    Focus Areas

    100% Machine Learning
    25% Chatbots & Conversational AI
    25% Cognitive Computing +1
    25% Natural Language Processing

    XiQ, Inc. Is an Advertising company. Launched in 2017, the team specializes in Advertising and Content Marketing.

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  • Actum Lab Logotype

    Not yet reviewed

    $5,000+
    $50 - $99 / hr
    10 - 49
    Gdańsk, Poland

    Services provided

    30% AI Development
    30% Custom Software Development
    10% AR/VR Development +3
    10% Blockchain
    10% UX/UI Design
    10% Web Development

    Focus Areas

    56% Machine Learning
    29% Chatbots & Conversational AI
    9% Natural Language Processing +1
    6% Cognitive Computing

    Established in 2016, Actum Lab is a software development firm. The team specializes in Custom Software Development and Artificial Intelligence.

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  • Syngrow Consulting Logotype

    Not yet reviewed

    $5,000+
    $25 - $49 / hr
    10 - 49
    पुणे, India

    Services provided

    10% AI Development
    10% BI & Big Data Consulting & SI
    10% Custom Software Development +7
    10% DevOps Managed Services
    10% Digital Engineering
    10% Digital Strategy
    10% E-Commerce Development
    10% Generative AI
    10% IoT Development
    10% Low/No Code Development

    Focus Areas

    100% Machine Learning

    Digital Strategy company Syngrow Consulting offers Digital Strategy and BI & big data consulting & SI. They are located in पुणे, India.

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  • Sterison Technology Private Limited Logotype

    Not yet reviewed

    $1,000+
    < $25 / hr
    10 - 49
    Thuckalay, India

    Services provided

    30% IoT Development
    20% AI Development
    10% BI & Big Data Consulting & SI +4
    10% CRM Consulting and SI
    10% Low/No Code Development
    10% Mobile App Development
    10% Other Application Development

    Focus Areas

    50% Machine Learning
    25% Natural Language Processing
    15% Chatbots & Conversational AI +1
    10% Robotics

    Located in Thuckalay, India, Sterison Technology Private Limited is an IoT development company. Established in 2019, the team specializes in IoT development and Artificial Intelligence.

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  • Quantum Robotics Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49
    Melbourne, Australia

    Services provided

    100% AI Development

    Focus Areas

    80% Machine Learning
    100% Robotics
    10% Natural Language Processing

    Quantum Robotics, an AI development company, was founded in 2017. The company offers Artificial Intelligence and AI Consulting, and is small.

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  • AI4Value Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49
    Helsingfors, Finland

    Services provided

    70% AI Development
    20% AI Consulting
    10% AI Agents

    Focus Areas

    80% Machine Learning
    15% Natural Language Processing
    5% Robotics

    AI4Value, an artificial intelligence company, was founded in 2018. The agency offers Artificial Intelligence and AI Consulting, and is small.

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  • ODS Group Logotype

    ODS Group

    Not yet reviewed

    $5,000+
    $25 - $49 / hr
    50 - 249

    Services provided

    20% IT Staff Augmentation
    20% Mobile App Development
    20% Web Development +4
    10% AI Development
    10% Application Testing
    10% Custom Software Development
    10% Low/No Code Development

    Focus Areas

    15% Machine Learning
    20% Computer Vision
    15% Cognitive Computing +5
    15% Natural Language Processing
    10% Chatbots & Conversational AI
    10% Robotics
    10% Voice and Speech Recognition
    5% AI Recommendation Systems

    ODS Group is an IT staff augmentation company. They offer IT staff augmentation and Custom Software Development and were launched in 2012. The agency is in Sydney, Australia.

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  • AISD Logotype

    Not yet reviewed

    $50,000+
    $25 - $49 / hr
    10 - 49
    San Francisco, CA

    Services provided

    60% AI Development
    20% AI Agents
    20% Generative AI

    Focus Areas

    30% Machine Learning
    25% Chatbots & Conversational AI
    25% Natural Language Processing +1
    20% Computer Vision

    Founded in 2025, AISD is a small AI development company. Their team provides Artificial Intelligence and Generative AI.

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  • Inceite Logotype

    Not yet reviewed

    $5,000+
    $100 - $149 / hr
    10 - 49
    Warszawa, Poland

    Services provided

    35% Cybersecurity
    35% IT Staff Augmentation
    30% AI Development

    Focus Areas

    60% Machine Learning
    30% Natural Language Processing
    10% Cognitive Computing

    Launched in 2017, Inceite is a Cybersecurity company. Their team focuses on Cybersecurity and IT staff augmentation.

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  • AltaML Inc. Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49
    Edmonton, Canada

    Services provided

    50% AI Development
    50% Custom Software Development

    Focus Areas

    100% Machine Learning
    20% Chatbots & Conversational AI
    20% Cognitive Computing +1
    20% Natural Language Processing

    AltaML Inc. Is a custom software development firm and artificial intelligence firm in Edmonton, Canada. The team specializes in Custom Software Development and Artificial Intelligence.

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  • Emids Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    1,000 - 9,999
    Franklin, TN

    Services provided

    20% Business Consulting
    20% Generative AI
    10% Application Testing +5
    10% DevOps Managed Services
    10% IT Managed Services
    10% IoT Development
    10% Robotics Process Automation
    10% UX/UI Design

    Focus Areas

    50% Machine Learning
    50% Natural Language Processing

    Emids is a Business Consulting company founded in 1999. Their services include Business Consulting and Generative AI.

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  • Emergys Corporation Logotype

    Not yet reviewed

    $250,000+
    $50 - $99 / hr
    1,000 - 9,999
    Morrisville, NC

    Services provided

    20% Application Testing
    20% BI & Big Data Consulting & SI
    20% Enterprise App Modernization +2
    20% Generative AI
    20% Mobile App Development

    Focus Areas

    50% Machine Learning
    50% Natural Language Processing

    Emergys Corporation is a big data analytics company launched in 1998. Located in Morrisville, North Carolina, the team offers BI & big data consulting & SI and Mobile App Development.

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  • OneNine Innovations Logotype

    Not yet reviewed

    $5,000+
    $100 - $149 / hr
    2 - 9
    Montréal, Canada

    Services provided

    15% API Development
    15% Custom Software Development
    15% Web Development +7
    10% AI Development
    10% E-Commerce Development
    10% Generative AI
    10% Mobile App Development
    5% Application Management & Support
    5% UX/UI Design
    5% Web Design

    Focus Areas

    30% Machine Learning
    30% AI Recommendation Systems
    30% Chatbots & Conversational AI +1
    10% Computer Vision

    OneNine Innovations is a custom software development company. The Montréal, Canada-based company was launched in 2024. Their team focuses on Custom Software Development and Web Development.

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  • Workcentric Solutions Consulting Inc Logotype

    Not yet reviewed

    $100,000+
    $50 - $99 / hr
    50 - 249
    Pasig, Philippines

    Services provided

    20% BI & Big Data Consulting & SI
    20% Cybersecurity
    15% Other IT Consulting and SI +4
    15% Robotics Process Automation
    10% AI Consulting
    10% AI Development
    10% Generative AI

    Focus Areas

    100% Machine Learning

    Workcentric Solutions Consulting Inc is a business intelligence company established in 2003. The team provides BI & big data consulting & SI and Cybersecurity.

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  • AI-Penguin Logotype

    Not yet reviewed

    $5,000+
    $100 - $149 / hr
    2 - 9
    Vila Nova de Gaia, Portugal

    Services provided

    30% AI Consulting
    30% Generative AI
    20% AI Development +2
    10% Computer Engineering
    10% IT Strategy Consulting

    Focus Areas

    25% Machine Learning
    30% Natural Language Processing
    25% Computer Vision +2
    10% AI Recommendation Systems
    10% Chatbots & Conversational AI

    AI-Penguin is a small AI Consulting company. They focus on AI Consulting and Generative AI and were established in 2017.

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  • CES NeoSilica Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    250 - 999
    Detroit, MI

    Services provided

    35% Custom Software Development
    35% IT Strategy Consulting
    30% AI Development

    Focus Areas

    100% Machine Learning

    CES NeoSilica is an IT strategy consulting company. They are in Detroit, Michigan and Nanakramguda, India. Their team specializes in IT strategy consulting and Custom Software Development.

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  • Technocreo Logotype

    Not yet reviewed

    $1,000+
    < $25 / hr
    10 - 49
    Pakenham, Australia

    Services provided

    25% AI Development
    25% AR/VR Development
    20% Custom Software Development +2
    15% Mobile App Development
    15% UX/UI Design

    Focus Areas

    100% Machine Learning

    Founded in 2024, Technocreo is an AR/VR development company. The team specializes in AR/VR development and Artificial Intelligence.

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  • Codefinity Solutions Logotype

    Not yet reviewed

    $5,000+
    $25 - $49 / hr
    10 - 49
    Houston, TX

    Services provided

    40% AI Development
    20% Custom Software Development
    20% Mobile App Development +1
    20% Web Development

    Focus Areas

    15% Machine Learning
    35% Chatbots & Conversational AI
    30% AI Recommendation Systems +1
    20% Natural Language Processing

    Codefinity Solutions is a small AI company in Houston, Texas and Lahore, Pakistan. Their services include Artificial Intelligence and Custom Software Development.

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  • VizuaMatix Logotype

    Not yet reviewed

    $5,000+
    $25 - $49 / hr
    50 - 249
    Sri Jayawardenepura Kotte, Sri Lanka

    Services provided

    30% AI Development
    25% BI & Big Data Consulting & SI
    25% Custom Software Development +3
    10% E-Commerce Development
    5% Cybersecurity
    5% Mobile App Development

    Focus Areas

    100% Machine Learning
    30% Natural Language Processing
    20% Chatbots & Conversational AI +1
    20% Cognitive Computing

    VizuaMatix is a Sri Jayawardenepura Kotte, Sri Lanka-based artificial intelligence development company. They focus on Artificial Intelligence and Custom Software Development.

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  • Scry AI Logotype

    Not yet reviewed

    $25,000+
    Undisclosed
    250 - 999
    San Jose, CA

    Services provided

    50% AI Development
    20% Enterprise App Modernization
    10% BI & Big Data Consulting & SI +2
    10% Document Digitization & Management
    10% Low/No Code Development

    Focus Areas

    40% Machine Learning
    45% Natural Language Processing
    15% Cognitive Computing

    Scry AI, a midsize artificial intelligence firm, is headquartered in San Jose, California and Gurugram, India. Their services include Artificial Intelligence and BI & big data consulting & SI.

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  • Prime AI Logotype

    Prime AI

    Not yet reviewed

    $10,000+
    Undisclosed
    10 - 49

    Services provided

    80% AI Development
    10% AI Consulting
    5% Custom Software Development +1
    5% Other Application Development

    Focus Areas

    30% Machine Learning
    35% Cognitive Computing
    15% Computer Vision +4
    5% AI Recommendation Systems
    5% Chatbots & Conversational AI
    5% Natural Language Processing
    5% Voice and Speech Recognition

    Prime AI is an artificial intelligence company. Their team is headquartered in Herne Bay, England. The agency offers Artificial Intelligence and AI Consulting.

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  • Applogist Logotype

    Not yet reviewed

    $10,000+
    $50 - $99 / hr
    10 - 49
    Istanbul, Türkiye

    Services provided

    40% Mobile App Development
    10% AI Development
    10% AR/VR Development +6
    10% Low/No Code Development
    10% Web Development
    5% Blockchain
    5% Business Consulting
    5% Digital Strategy
    5% Generative AI

    Focus Areas

    10% Machine Learning
    50% Chatbots & Conversational AI
    10% AI Recommendation Systems +3
    10% Cognitive Computing
    10% Natural Language Processing
    10% Voice and Speech Recognition

    Applogist is an application development company launched in 2013. The firm focuses on Mobile App Development and Web Development.

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  • Recoshelf Logotype

    Not yet reviewed

    $5,000+
    < $25 / hr
    2 - 9
    Tallinn, Estonia

    Services provided

    80% AI Development
    20% ERP Consulting and SI

    Focus Areas

    80% Machine Learning
    10% Chatbots & Conversational AI
    10% Robotics

    Recoshelf is an AI development company established in 2020. The agency focuses on Artificial Intelligence and ERP consulting and SI.

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  • AYA Software Logotype

    Not yet reviewed

    $5,000+
    $25 - $49 / hr
    10 - 49
    Vinnytsia, Ukraine

    Services provided

    60% Web Development
    15% Mobile App Development
    10% AI Development +2
    10% Web Design
    5% UX/UI Design

    Focus Areas

    40% Machine Learning
    50% Natural Language Processing
    10% Chatbots & Conversational AI

    AYA Software is a website development company located in Vinnytsia, Ukraine and Antwerpen, Belgium. Their services include Web Development and Mobile App Development.

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  • Soprex d.o.o. Logotype

    Soprex d.o.o.

    5.0 1 review
    $5,000+
    $25 - $49 / hr
    50 - 249

    Services provided

    40% Custom Software Development
    25% AI Development
    15% AI Consulting +2
    10% Cloud Consulting & SI
    10% IT Strategy Consulting

    Focus Areas

    25% Machine Learning
    35% Chatbots & Conversational AI
    25% Natural Language Processing +1
    15% AI Recommendation Systems

    Soprex is a software engineering and digital transformation partner helping organizations solve complex business and technology challenges through modern software solutions, cloud technologies, data

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  • GO-SHARP Logotype

    Not yet reviewed

    $5,000+
    Undisclosed
    10 - 49
    Ciudad de México, Mexico

    Services provided

    70% AI Development
    30% BI & Big Data Consulting & SI

    Focus Areas

    100% Machine Learning
    50% Cognitive Computing
    20% Chatbots & Conversational AI +2
    10% Natural Language Processing
    10% Robotics

    Established in 2011, GO-SHARP is an artificial intelligence development company. The company focuses on Artificial Intelligence and BI & big data consulting & SI.

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  • Charpen Consulting Logotype

    Charpen Consulting

    Not yet reviewed

    $1,000+
    $100 - $149 / hr
    2 - 9

    Services provided

    30% AI Development
    30% Custom Software Development
    25% BI & Big Data Consulting & SI +1
    15% IT Strategy Consulting

    Focus Areas

    100% Machine Learning

    Charpen Consulting is a custom software development company. Launched in 2024, the team provides Custom Software Development and Artificial Intelligence.

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  • DevLabs Logotype

    4.5 2 reviews
    $5,000+
    $25 - $49 / hr
    2 - 9
    Rosario, Argentina

    Services provided

    40% IT Staff Augmentation
    25% Mobile App Development
    15% Web Development +2
    10% AI Development
    10% Custom Software Development

    Focus Areas

    40% Machine Learning
    30% Cognitive Computing
    20% Natural Language Processing +1
    10% Chatbots & Conversational AI

    DevLabs is a software development company noted for offering services like application development and redesign. Reviews highlight a focus on cost-effective solutions, with 100% mentioning favorable pricing and value. However, there is a need for stronger technical support and better project management, as 100% of reviews suggest improvements in these areas.

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    Industry Experience

    DevLabs has demonstrated expertise primarily in the software industry, specifically within applications for customer engagement and automation. Feedback highlights their strong value proposition and engaging team dynamics, with projects like a blueprint builder and deal room redesign showing their capability in delivering technical solutions. However, some reviews indicated a need for improved project management and team support. Overall, their strengths in software development and customer-focused solutions make them a suitable partner for software-related projects.

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    Software

    Average Project Cost Breakdown

    What Clients Have Said

    Clients have highlighted DevLabs' competitive pricing and overall value for money, noting that their services fit within budget constraints while delivering good quality. One client specifically mentioned that the 'pricing fit our budget' and emphasized the 'good value for cost.' Despite some concerns regarding project management and resource support, the sentiment remains positive regarding the financial aspect of their engagement with DevLabs.
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  • Datazivot Logotype

    4.5 1 review
    $1,000+
    $25 - $49 / hr
    50 - 249
    Houston, TX

    Services provided

    100% AI Development

    Focus Areas

    100% Machine Learning

    Datazivot offers specialized web scraping services, particularly in gathering and analyzing comprehensive real estate reviews data. The reviews highlight their accuracy, customizability, and strong project management skills, emphasizing timely delivery and excellent communication. Clients value Datazivot's deep understanding of the real estate sector, though they suggest enhancements in setup speed and documentation for further improvement.

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  • ALPHALABS Logotype

    Not yet reviewed

    $25,000+
    $50 - $99 / hr
    10 - 49
    Montevideo, Uruguay

    Services provided

    60% AI Development
    15% Custom Software Development
    10% IoT Development +2
    10% Low/No Code Development
    5% Mobile App Development

    Focus Areas

    90% Machine Learning
    35% Cognitive Computing
    10% Natural Language Processing

    ALPHALABS, an artificial intelligence company, is located in Montevideo, Uruguay. The team provides Artificial Intelligence and Custom Software Development.

    Read more
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  • Machine Learning Experts India Logotype

    Machine Learning Experts India

    Not yet reviewed

    Undisclosed
    Undisclosed
    50 - 249

    Services provided

    100% AI Development

    Focus Areas

    70% Machine Learning
    20% Natural Language Processing
    10% Voice and Speech Recognition

    Machine Learning Experts India is a Gurugram, India-based AI company. They specialize in Artificial Intelligence.

    Read more
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  • HTCNXT Logotype

    HTCNXT

    Not yet reviewed

    $50,000+
    $25 - $49 / hr
    10,000+

    Services provided

    50% AI Development
    50% Generative AI

    Focus Areas

    100% Machine Learning

    HTCNXT is a large artificial intelligence development company and Generative AI company. Founded in 2023, the team focuses on Artificial Intelligence and Generative AI.

    Read more
    View Profile
  • Depot Analytics Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    2 - 9
    Gainesville, FL

    Services provided

    35% AI Consulting
    35% AI Development
    30% BI & Big Data Consulting & SI

    Focus Areas

    100% Machine Learning

    Depot Analytics, an artificial intelligence development company, provide Artificial Intelligence and AI Consulting. They were founded in 2022.

    Read more
    View Profile
  • GAI Insights Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49
    Newton, MA

    Services provided

    20% AI Consulting
    20% AI Development
    20% Conversion Optimization +2
    20% Generative AI
    20% Mobile App Development

    Focus Areas

    100% Machine Learning

    Headquartered in Newton, Massachusetts, GAI Insights is a Conversion Optimization company. Their services include Conversion Optimization and Mobile App Development.

    Read more
    View Profile
  • Grably Logotype

    Grably

    Not yet reviewed

    Undisclosed
    Undisclosed
    2 - 9

    Services provided

    80% AI Development
    20% Cloud Consulting & SI

    Focus Areas

    100% Machine Learning

    Grably is an AI development company. Launched in 2024, the team focuses on Artificial Intelligence and cloud consulting & SI.

    Read more
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  • navAI Logotype

    Not yet reviewed

    $1,000+
    $100 - $149 / hr
    2 - 9
    Lugano, Switzerland

    Services provided

    30% AI Consulting
    30% AI Development
    20% Generative AI +2
    10% Demand Generation Marketing
    10% Email Marketing

    Focus Areas

    100% Machine Learning

    AI development company navAI was established in 2023. The firm offers Artificial Intelligence and AI Consulting, and is small.

    Read more
    View Profile
  • Qvolv Technologies Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    250 - 999
    Noida, India

    Services provided

    25% AI Development
    25% AR/VR Development
    20% AI Consulting +2
    20% Content Marketing
    10% AI Agents

    Focus Areas

    100% Machine Learning

    Qvolv Technologies is an AR/VR development company founded in 2023. Headquartered in Noida, India, the team provides AR/VR development and Artificial Intelligence.

    Read more
    View Profile
  • SotaTek ANZ Logotype

    SotaTek ANZ

    Not yet reviewed

    $5,000+
    $25 - $49 / hr
    1,000 - 9,999

    Services provided

    20% AI Development
    20% Blockchain
    20% Custom Software Development +2
    20% Mobile App Development
    20% Web Development

    Focus Areas

    20% Machine Learning
    20% Chatbots & Conversational AI
    20% Natural Language Processing +3
    20% Robotics
    10% AI Recommendation Systems
    10% Computer Vision

    SotaTek ANZ is a software development company founded in 2015. The company offers Custom Software Development and Web Development.

    Read more
    View Profile
  • StarSpectre Logotype

    StarSpectre

    Not yet reviewed

    $1,000+
    $50 - $99 / hr
    2 - 9

    Services provided

    35% Custom Software Development
    25% Web Development
    20% Mobile App Development +3
    10% AI Development
    5% API Development
    5% Application Management & Support

    Focus Areas

    80% Machine Learning
    20% Chatbots & Conversational AI

    StarSpectre is a small software development firm founded in 2024. Their team provides Custom Software Development and Web Development.

    Read more
    View Profile
  • SCIVERSE SOLUTIONS PRIVATE LIMITED Logotype

    Not yet reviewed

    $5,000+
    $50 - $99 / hr
    10 - 49
    Pune, India

    Services provided

    20% Custom Software Development
    15% AI Development
    12% Web Development +18
    10% Mobile App Development
    7% IoT Development
    5% AI Consulting
    5% Wearable App Development
    3% API Development
    3% IT Strategy Consulting
    3% UX/UI Design
    3% Web Design
    2% Fabrication
    2% Microservices Architecture Services
    2% Packaging Design
    2% Product Design
    1% BI & Big Data Consulting & SI
    1% Computer Engineering
    1% DevOps Managed Services
    1% Engineering
    1% Manufacturing Consulting
    1% Procurement Support

    Focus Areas

    40% Machine Learning
    60% Computer Vision

    SCIVERSE SOLUTIONS PRIVATE LIMITED, a custom software development firm, was founded in 2022. They focuses on Custom Software Development and Artificial Intelligence.

    Read more
    View Profile
  • Ventor Labs Inc. Logotype

    Not yet reviewed

    $1,000+
    $25 - $49 / hr
    10 - 49
    Winnipeg, Canada

    Services provided

    15% AI Development
    15% Blockchain
    15% Custom Software Development +5
    15% IT Strategy Consulting
    10% BI & Big Data Consulting & SI
    10% Branding
    10% Product Design
    10% Search Engine Optimization

    Focus Areas

    30% Machine Learning
    30% Chatbots & Conversational AI
    30% Natural Language Processing +2
    5% Computer Vision
    5% Voice and Speech Recognition

    Ventor Labs Inc. Is a small IT strategy consulting company established in 2024. Their services include IT strategy consulting and Custom Software Development.

    Read more

    More responsive than most other service providers

    Ventor Labs Inc. is very responsive

    They are a great candidate to start a conversation with. Send them a short message or project inquiry.
    Get in Touch
    View Profile
  • Smapit Media Logotype

    Not yet reviewed

    $1,000+
    $50 - $99 / hr
    10 - 49
    Gurugram, India

    Services provided

    35% Video Production
    20% Advertising
    15% Generative AI +5
    10% Graphic Design
    5% AI Agents
    5% AI Consulting
    5% Branding
    5% Other Design

    Focus Areas

    20% Machine Learning
    30% AI Recommendation Systems
    30% Chatbots & Conversational AI +1
    20% Voice and Speech Recognition

    Video production company Smapit Media was founded in 2022. The small team offers Video Production and Advertising.

    Read more
    View Profile
  • inQuesti - Guided by Data Logotype

    Not yet reviewed

    $10,000+
    $25 - $49 / hr
    50 - 249
    São Paulo, Brazil

    Services provided

    60% BI & Big Data Consulting & SI
    20% AI Consulting
    10% AI Development +1
    10% Generative AI

    Focus Areas

    30% Machine Learning
    20% Chatbots & Conversational AI
    20% Voice and Speech Recognition +2
    15% AI Recommendation Systems
    15% Natural Language Processing

    InQuesti - Guided by Data is a midsize business intelligence company based in São Paulo, Brazil. Their services include BI & big data consulting & SI and AI Consulting.

    Read more

    More responsive than most other service providers

    inQuesti - Guided by Data is very responsive

    They are a great candidate to start a conversation with. Send them a short message or project inquiry.
    Get in Touch
    View Profile
  • EPR Labs Logotype

    Not yet reviewed

    $5,000+
    $50 - $99 / hr
    2 - 9
    Kraków, Poland

    Services provided

    30% Generative AI
    20% AI Development
    15% AI Consulting +3
    15% API Development
    10% Data Annotation Services
    10% Microservices Architecture Services

    Focus Areas

    100% Machine Learning

    EPR is a Generative AI company. The firm is located in Kraków, Poland. Their services include Generative AI and Web Development.

    Read more
    View Profile
  • Connect Infosoft Technologies Pvt Ltd Logotype

    Connect Infosoft Technologies Pvt Ltd

    Not yet reviewed

    $1,000+
    $25 - $49 / hr
    10 - 49

    Services provided

    25% Other Digital Marketing
    20% AI Development
    20% Web Development +3
    15% Email Marketing
    10% Pay Per Click
    10% Web Design

    Focus Areas

    35% Machine Learning
    40% Chatbots & Conversational AI
    15% AI Recommendation Systems +1
    10% Natural Language Processing

    Connect Infosoft Technologies Pvt Ltd, an Other Digital Marketing company, was established in 1999. They offers Other Digital Marketing and Artificial Intelligence.

    Read more
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At Clutch, we believe trust is the foundation of every business relationship. Our mission is to help buyers make confident, data-backed decisions informed by real client experiences.

Every review on Clutch undergoes a rigorous, human-led verification process to make sure it’s valid. Our team of specialists confirms the identity of each reviewer, ensures the project is legitimate, and only publishes reviews that meet our strict criteria.

Verification doesn’t stop at the point of publication. Our Trust & Safety team routinely audits older reviews against our guidelines. When reviews fall short of our standards, we remove them.

We evaluate service providers using a structured methodology that combines:

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This data powers tools like the Leaders Matrix, which helps you compare agencies directly. Our research team curates rankings by weighing verified reviews most heavily, so the most trusted and experienced providers rise to the top.

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Clutch’s commitment to transparency is ongoing. We’re constantly refining our systems to protect the integrity of reviews and support you in finding the right agency.

Ability to deliver
Focus
Clutch Leaders Matrix

Rollover to see company insights or click a company below for more details.

1 WPWeb Infotech
2 AgileEngine
3 Onix-Systems
4 Dualboot Partners
5 Edvantis
6 STX Next
7 Opinov8 Digital and Engineering Solutions
8 Valletta.Software: AI-Care
9 Simform
10 fxis.ai
11 Fingent
12 Valere
13 Antier
14 Gigster
15 Zoolatech

List of the Top 15 Machine Learning Consultants

  1. WPWeb Infotech Logotype

    WPWeb Infotech

    $25,000+
    < $25 / hr
    250 - 999
    Ahmedabad, India

    Ability to deliver

    39.7/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    30% AI Development
    55% Machine Learning
    70% Other
    View Profile Visit Website
  2. AgileEngine Logotype

    AgileEngine

    $25,000+
    $25 - $49 / hr
    1,000 - 9,999
    Boca Raton, FL

    Ability to deliver

    39.8/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.8/10 Market Presence

    Service focus

    25% AI Development
    30% Machine Learning
    75% Other
    View Profile Visit Website
  3. Onix-Systems Logotype

    Onix-Systems

    $25,000+
    $25 - $49 / hr
    250 - 999
    Kropyvnytskyi, Ukraine

    Ability to deliver

    38.9/40.0
    19.2/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    35% AI Development
    45% Machine Learning
    65% Other
    View Profile Visit Website
  4. Dualboot Partners Logotype

    Dualboot Partners

    $75,000+
    Undisclosed
    250 - 999
    Charlotte, NC

    Ability to deliver

    39.5/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.5/10 Market Presence

    Service focus

    35% AI Development
    40% Machine Learning
    65% Other
    View Profile Visit Website
  5. Edvantis Logotype

    Edvantis

    $10,000+
    $25 - $49 / hr
    250 - 999
    Rzeszów, Poland

    Ability to deliver

    39.1/40.0
    19.6/20 Reviews
    10/10 Clients & Experience
    9.5/10 Market Presence

    Service focus

    30% AI Development
    45% Machine Learning
    70% Other
    View Profile Visit Website
  7. Opinov8 Digital and Engineering Solutions Logotype

    Opinov8 Digital and Engineering Solutions

    $50,000+
    $50 - $99 / hr
    250 - 999
    London, England

    Ability to deliver

    37.5/40.0
    18.2/20 Reviews
    10/10 Clients & Experience
    9.3/10 Market Presence

    Service focus

    50% AI Development
    45% Machine Learning
    50% Other
    View Profile Visit Website
  8. Valletta.Software: AI-Care Logotype

    Valletta.Software: AI-Care

    $25,000+
    $50 - $99 / hr
    250 - 999
    San Ġiljan, Malta

    Ability to deliver

    39.3/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.3/10 Market Presence

    Service focus

    25% AI Development
    40% Machine Learning
    75% Other
    View Profile Visit Website
  10. fxis.ai Logotype

    fxis.ai

    $1,000+
    $25 - $49 / hr
    50 - 249
    Ahmedabad, India

    Ability to deliver

    39.3/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.3/10 Market Presence

    Service focus

    60% AI Development
    45% Machine Learning
    40% Other
    View Profile Visit Website
  11. Fingent Logotype

    Fingent

    $25,000+
    $25 - $49 / hr
    250 - 999
    White Plains, NY

    Ability to deliver

    39.7/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    30% AI Development
    30% Machine Learning
    70% Other
    View Profile Visit Website
  12. Valere Logotype

    Valere

    $75,000+
    $50 - $99 / hr
    50 - 249
    Marlborough, MA

    Ability to deliver

    38.7/40.0
    19.8/20 Reviews
    10/10 Clients & Experience
    8.9/10 Market Presence

    Service focus

    60% AI Development
    50% Machine Learning
    40% Other
    View Profile Visit Website
  13. Antier Logotype

    Antier

    $10,000+
    $25 - $49 / hr
    250 - 999
    Sahibzada Ajit Singh Nagar, India

    Ability to deliver

    36.9/40.0
    17.2/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    30% AI Development
    100% Machine Learning
    70% Other
    View Profile Visit Website
  14. Gigster Logotype

    Gigster

    $50,000+
    $300+ / hr
    250 - 999
    Austin, TX

    Ability to deliver

    36.6/40.0
    16.6/20 Reviews
    10/10 Clients & Experience
    10/10 Market Presence

    Service focus

    35% AI Development
    45% Machine Learning
    65% Other
    View Profile Visit Website
  15. Zoolatech Logotype

    Zoolatech

    $50,000+
    $50 - $99 / hr
    250 - 999
    Miami, FL

    Ability to deliver

    39.1/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.1/10 Market Presence

    Service focus

    15% AI Development
    50% Machine Learning
    85% Other
    View Profile Visit Website
  16. SoluLab Logotype

    SoluLab

    $25,000+
    $25 - $49 / hr
    50 - 249
    Ahmedabad, India

    Ability to deliver

    37.4/40.0
    17.4/20 Reviews
    10/10 Clients & Experience
    10/10 Market Presence

    Service focus

    40% AI Development
    100% Machine Learning
    60% Other
    View Profile Visit Website
  17. HatchWorks AI Logotype

    HatchWorks AI

    $25,000+
    $50 - $99 / hr
    250 - 999
    Atlanta, GA

    Ability to deliver

    37.1/40.0
    17.4/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    90% AI Development
    40% Machine Learning
    10% Other
    View Profile Visit Website
  18. N-iX Logotype

    N-iX

    $100,000+
    $50 - $99 / hr
    1,000 - 9,999
    Malmö, Sweden

    Ability to deliver

    36.1/40.0
    16.2/20 Reviews
    10/10 Clients & Experience
    9.9/10 Market Presence

    Service focus

    31% AI Development
    35% Machine Learning
    69% Other
    View Profile Visit Website
  19. GroupBWT Logotype

    GroupBWT

    $5,000+
    $25 - $49 / hr
    50 - 249

    Ability to deliver

    39.6/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.6/10 Market Presence

    Service focus

    40% AI Development
    45% Machine Learning
    60% Other
    View Profile Visit Website
  20. Addepto (Part of KMS Technology) Logotype

    Addepto (Part of KMS Technology)

    $10,000+
    $50 - $99 / hr
    50 - 249
    Warszawa, Poland

    Ability to deliver

    37.1/40.0
    17.4/20 Reviews
    9.9/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    80% AI Development
    60% Machine Learning
    20% Other
    View Profile Visit Website
  21. Dotsquares Logotype

    Dotsquares

    $1,000+
    $25 - $49 / hr
    1,000 - 9,999
    London, England

    Ability to deliver

    38/40.0
    18.6/20 Reviews
    9.6/10 Clients & Experience
    9.8/10 Market Presence

    Service focus

    35% AI Development
    25% Machine Learning
    65% Other
    View Profile Visit Website
  22. ZONE3000 Logotype

    ZONE3000

    $50,000+
    $50 - $99 / hr
    1,000 - 9,999
    London, England

    Ability to deliver

    36/40.0
    18.8/20 Reviews
    9.7/10 Clients & Experience
    7.5/10 Market Presence

    Service focus

    35% AI Development
    35% Machine Learning
    65% Other
    View Profile Visit Website
  23. BairesDev Logotype

    BairesDev

    $50,000+
    $50 - $99 / hr
    1,000 - 9,999
    San Francisco, CA

    Ability to deliver

    40/40.0
    20/20 Reviews
    10/10 Clients & Experience
    10/10 Market Presence

    Service focus

    10% AI Development
    30% Machine Learning
    90% Other
    View Profile Visit Website
  24. Vention Logotype

    Vention

    $50,000+
    $50 - $99 / hr
    1,000 - 9,999
    New York, NY

    Ability to deliver

    39.8/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.8/10 Market Presence

    Service focus

    20% AI Development
    20% Machine Learning
    80% Other
    View Profile Visit Website
  26. Zfort Group Logotype

    Zfort Group

    $10,000+
    $50 - $99 / hr
    250 - 999
    Kharkiv, Ukraine

    Ability to deliver

    36.7/40.0
    17/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    45% AI Development
    40% Machine Learning
    55% Other
    View Profile Visit Website
  27. Quytech Logotype

    Quytech

    $25,000+
    < $25 / hr
    250 - 999
    Gurugram, India

    Ability to deliver

    39.7/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    55% AI Development
    20% Machine Learning
    45% Other
    View Profile Visit Website
  28. Dreamers Inc. Logotype

    Dreamers Inc.

    $25,000+
    $100 - $149 / hr
    50 - 249
    Los Angeles, CA

    Ability to deliver

    37/40.0
    18.4/20 Reviews
    10/10 Clients & Experience
    8.6/10 Market Presence

    Service focus

    35% AI Development
    70% Machine Learning
    65% Other
    View Profile Visit Website
  29. Temy Logotype

    Temy

    $25,000+
    $25 - $49 / hr
    50 - 249
    L'viv, Ukraine

    Ability to deliver

    39.5/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.5/10 Market Presence

    Service focus

    30% AI Development
    50% Machine Learning
    70% Other
    View Profile Visit Website
  30. Maruti Techlabs Logotype

    Maruti Techlabs

    $25,000+
    $25 - $49 / hr
    250 - 999

    Ability to deliver

    35.9/40.0
    16/20 Reviews
    10/10 Clients & Experience
    9.9/10 Market Presence

    Service focus

    30% AI Development
    50% Machine Learning
    70% Other
    View Profile Visit Website

Latest Machine Learning Articles

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Trust but Verify: Introducing AI Into Your Business Safely cover image

Trust but Verify: Introducing AI Into Your Business Safely

Updated September 21, 2026
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Companies that went all in on AI two years ago may have benefited from the announcement. However, their public reversals are now getting the same amount of...

Artificial Intelligence Thought Leadership, Executive Voices
How To Improve Data Quality (& How It Can Be Used To Strengthen AI) cover image

How To Improve Data Quality (& How It Can Be Used To Strengthen AI)

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Learn how to enhance data quality and further use it to improve AI models. Get expert insights on data collection and processing for best results

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Clutch Report: Employees Are Quietly Building Their Own AI Agents, Most Have Access to Company Data

Updated September 15, 2026
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Washington, D.C. — September 15, 2026 — Clutch, the leading B2B ratings and reviews platform, today released new research on employee-built AI agents....

Artificial Intelligence 

Machine Learning Company FAQs

Looking for a machine learning company but not sure where to start? We've put together answers to the most common questions businesses ask when searching for a trusted partner. This FAQ covers what you need to know before hiring a machine learning company, from pricing and services to results and red flags.

Clutch features AI firms building data-driven automation and decision-making models based on a proprietary methodology. The top machine learning companies for 2026 include:

  1. Edvantis

  2. Dualboot Partners

  3. WPWeb Infotech

  4. Opinov8 Digital and Engineering Solutions

  5. Antier

  6. Valletta.Software: AI-Care

  7. Simform

  8. Valere

  9. fxis.ai

  10. Fingent

  11. Dotsquares

  12. AgileEngine

  13. HatchWorks AI

  14. STX Next

  15. tkxel

Look for five things: relevant domain and data experience (have they solved problems like yours, on data like yours); verified reviews with measurable ML outcomes, not just generic praise; a production / MLOps track record rather than prototypes that never shipped; a clear data-security and compliance posture; and explicit IP and data-ownership terms. Clutch profiles surface verified reviews, project sizes, hourly rates, and industry focus so you can screen on each of these before you shortlist.

It depends on your industry, but reputable providers can work to SOC 2, GDPR, and/or HIPAA requirements, with end-to-end data encryption, secure model-training environments, and clear intellectual-property and data-ownership clauses in the contract. If you operate in healthcare, finance, or another regulated sector, confirm the specific certifications and ask how the vendor handles your data during training before signing.

Onboarding — establishing secure data pipelines, signing NDAs, and aligning on scope and MLOps infrastructure — typically takes around 4 to 8 weeks. The full timeline for a custom model varies widely with how clean and ready your data is; data preparation is frequently the longest phase, so providers that scope it carefully up front tend to deliver more predictably.

Every provider here goes through Clutch's verification process — confirming business registration, legal history, and client feedback, including direct client interviews. To narrow by geography, use the location filter or browse city-level rankings (for example, machine learning companies in Chicago, Denver, or Los Angeles) — though most ML work is delivered remotely, so weigh specialization and reviews alongside location.

Among the firms listed here, minimum project sizes range from about $1,000 to $75,000+, with hourly rates most commonly $50–$99 (the full range runs $25–$199, and some firms quote per-project rather than hourly). As a rough guide, a proof-of-concept often starts near $10,000, while enterprise-grade, production-scale model development can reach $250,000 or more. The biggest cost drivers are how ready your data is, how complex the model is, whether you need MLOps and ongoing monitoring, and how deeply the model must integrate with your existing systems.

Often, yes — just not always as a fully custom, from-scratch model. Below roughly $25,000, the practical path is usually integrating pre-trained or foundation-model APIs and managed services rather than training a bespoke model, and a boutique consultant can stand up that kind of integration for a fraction of a custom build. Use the minimum project size filter to find providers that work at your budget, and be clear with them about whether you need a custom model or a smart integration of existing ones.

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