Top MLOps & Model Deployment Infrastructure Companies

Most machine learning models stall between a working notebook and a production service. MLOps and model deployment infrastructure firms close that gap: they build reproducible training pipelines, feature stores, model registries, CI/CD for models, scalable serving endpoints and monitoring that catches drift before customers do. Teams hire them when data scientists spend more time deploying than modeling, when cloud GPU bills climb with no visibility, or when an auditor asks which model version made a decision.

Compare these firms on the platforms they have built on, such as SageMaker, Vertex AI, Azure ML, Kubeflow or MLflow, and on whether they hand over infrastructure your team can run.

How this list is built

We evaluate companies on verified profile data: services, pricing, locations, and portfolio. Client reviews are being collected. We may earn a fee for some placements. How we rank and verify

List of the Best MLOps & Model Deployment Infrastructure Agencies

  1. Is this your business? Become an Edverise partner & Claim Now

    DataStackX is an international consulting firm specializing in Data and AI, dedicated to assisting businesses in enhancing their data infrastructure and harnessing the capabilities of artificial intelligence. Our Key Areas of Expertise Include: 🔹 Data Strategy & Advisory – Evaluating enterprise dat


    Highlights

    $1,000+

    Min Project Size

    $150+/hr

    Avg Hourly Rate

    2-9

    Employees

    Hyderabad, In

    Services Provided+23 Services
    1% Other IT Consulting and SI
    1% Cloud Consulting & SI
    4% MLOps & Model Deployment Infrastructure
    2% LLM Integration & Prompt Engineering
    AI Summary

    “DataStackX is a global consulting firm providing comprehensive data and AI services, including strategy, engineering, machine learning, AI implementation, and autonomous AI agent development for enterprises.”

  2. Is this your business? Become an Edverise partner & Claim Now

    Zabrizon is a Berlin-based healthcare technology firm dedicated to creating intelligent digital solutions for contemporary healthcare organizations. We operate where healthcare, data, and advanced technology meet, aiming to streamline intricate workflows, extract meaningful insights from data, and u


    Highlights

    $5,000+

    Min Project Size

    $50-99/hr

    Avg Hourly Rate

    50-249

    Employees

    Services Provided+8 Services
    10% API Development & Integration
    15% Custom Web Application Development
    3% Computer Vision Solutions
    4% MLOps & Model Deployment Infrastructure
    AI Summary

    “Zabrizon, a Berlin-based healthcare technology firm, develops AI-driven digital solutions enhancing data analytics, system interoperability, and automation to optimize healthcare operations globally.”

  3. Is this your business? Become an Edverise partner & Claim Now

    Colibri Blockchain has quickly established itself as a leader in blockchain, web3 technologies, and full-spectrum web development. Our multidisciplinary team of experts is committed to delivering a diverse array of innovative solutions, including smart contract development, decentralized application


    Highlights

    $50-99/hr

    Avg Hourly Rate

    2-9

    Employees

    Metepec, Mexico, Mx

    Services Provided+12 Services
    23% Blockchain & Web3 Development
    10% E-Commerce Development
    5% QA & Software Testing
    8% API Development & Integration
    AI Summary

    “Colibri Blockchain & Web Development specializes in advanced blockchain solutions and web development services, delivering innovative technology and integration to enhance digital platforms and decentralized applications.”

  4. Is this your business? Become an Edverise partner & Claim Now

    We are a group of enthusiastic innovators committed to revolutionizing businesses with advanced digital solutions and exceptional creativity. Established with the goal of connecting technology and human ingenuity, Huddle Systems has evolved into a reliable ally for companies pursuing digital transfo


    Highlights

    $1,000+

    Min Project Size

    $25-49/hr

    Avg Hourly Rate

    10-49

    Employees

    Services Provided+6 Services
    12% Mobile App Development (iOS & Android)
    12% Custom Web Application Development
    6% AI Strategy & Roadmap Consulting
    4% MLOps & Model Deployment Infrastructure
    AI Summary

    “Huddle Systems specializes in innovative digital solutions, empowering businesses through technology that enhances human ingenuity and supports comprehensive digital transformation.”

  5. Is this your business? Become an Edverise partner & Claim Now

    A team of IT experts established GITS driven by a deep passion for technology. Our company aims to provide tailored solutions and innovative value to clients worldwide, backed by advanced technology and unwavering commitment. We aspire to continually enhance the quality of our services and solutions


    Highlights

    $1,000+

    Min Project Size

    < $25/hr

    Avg Hourly Rate

    50-249

    Employees

    Hanoi, Vn

    Services Provided+20 Services
    4% API Development & Integration
    5% Backend Development
    5% Custom Web Application Development
    2% ERP & CRM Development
    AI Summary

    “GITS is a Vietnam-based IT firm specializing in tailored software development, IT consulting, and support, serving global clients with expertise across diverse industries and CMMi Level 3 quality assurance.”

  6. Is this your business? Become an Edverise partner & Claim Now

    SYTOSS is a global software development firm focused on assisting businesses of all sizes in creating custom software that is both high-quality and cost-effective. With over 150 professionals on our team—including software engineers, business analysts, QA engineers, DevOps specialists, and IT expert


    Highlights

    $50,000+

    Min Project Size

    $25-49/hr

    Avg Hourly Rate

    50-249

    Employees

    Bratislava, Bratislava, Sk

    Services Provided+9 Services
    7% ERP & CRM Development
    8% API Development & Integration
    14% Legacy System Modernization
    5% Custom Web Application Development
    AI Summary

    “SYTOSS is a global software development firm specializing in custom, high-quality solutions across industries, excelling in large-scale projects, legacy system modernization, and advanced technologies like AI.”

  7. Is this your business? Become an Edverise partner & Claim Now

    Established in 2010, Virtue Tech Inc is a strategic IT consulting firm that focuses on providing services in AWS and Azure cloud infrastructure, DevOps, Oracle ERP, cloud consulting and migration, big data (Hadoop), as well as managed cloud infrastructure services, backup, and disaster recovery for


    Highlights

    $100,000+

    Min Project Size

    $100-149/hr

    Avg Hourly Rate

    10-49

    Employees

    Bellevue, Washington, Us

    Services Provided+25 Services
    1% Generative AI
    3% Workflow Automation (Zapier / Make / n8n)
    3% Robotic Process Automation (RPA)
    5% ERP Consulting and SI
    AI Summary

    “Virtue Tech Inc, founded in 2010, specializes in cloud infrastructure, DevOps, Oracle ERP, and big data services across diverse industries like healthcare, finance, and retail.”

  8. Is this your business? Become an Edverise partner & Claim Now

    Dependable IT Support, Everywhere. At Dashbern, we make technology easier for businesses around the world. From on-demand IT assistance and multilingual helpdesk services to expert website development and cloud tool management — we’re your comprehensive IT partner. Based in Switzerland and serving c


    Highlights

    $1,000+

    Min Project Size

    < $25/hr

    Avg Hourly Rate

    2-9

    Employees

    Services Provided+13 Services
    3% Workflow Automation (Zapier / Make / n8n)
    4% Unified Communications Consulting & SI
    1% ERP Consulting and SI
    1% AI Strategy & Roadmap Consulting
    AI Summary

    “Dashbern offers comprehensive global IT support including multilingual helpdesk, website development, cloud management, and strategic consulting, ensuring reliable, round-the-clock services for businesses worldwide.”

  9. Is this your business? Become an Edverise partner & Claim Now

    Greetings! We are a software firm located in Prague, Czech Republic, within the European Union. Our offerings include training and certification, software development outsourcing, staff augmentation services, and the creation of our own products. We specialize in web and mobile applications, virtual


    Highlights

    $5,000+

    Min Project Size

    $25-49/hr

    Avg Hourly Rate

    10-49

    Employees

    Prague 3, Prague, Cz

    Services Provided+12 Services
    13% Mobile App Development (iOS & Android)
    8% API Development & Integration
    13% Custom Web Application Development
    5% ERP & CRM Development
    AI Summary

    “Marius Software, based in Prague, Czech Republic, offers software development, training, staff augmentation, and products across web, mobile, VR, backend, and AI domains.”

  10. Is this your business? Become an Edverise partner & Claim Now

    As a company specializing in AI and machine learning, we focus on providing tailored solutions to rapidly growing businesses by integrating big data with artificial intelligence. Our comprehensive projects encompass various aspects, including data acquisition, data warehousing, the creation of trans


    Highlights

    $5,000+

    Min Project Size

    $25-49/hr

    Avg Hourly Rate

    10-49

    Employees

    Gurugram, Haryana, In

    Services Provided+15 Services
    9% Machine Learning Model Development
    5% Custom AI Chatbot Development
    4% Conversational AI & Voice Assistant Development
    4% MLOps & Model Deployment Infrastructure
    AI Summary

    “Baking AI delivers tailored AI, machine learning, data analytics, software development, and strategic consulting services, enabling businesses to accelerate growth through intelligent automation and data-driven decision-making.”

One Platform. One Promise. One Trust.

Edverise is building the trusted way to find tech vendors. List your company early, or talk to us about backing the platform.